{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# StructN2V - 2D Example for Synthetic Membrane Data\n",
    "\n",
    "Clean signal simulated/provided by [Alex Dibrov](\"Alexandr Dibrov\" <dibrov@mpi-cbg.de>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# We import all our dependencies\n",
    "from n2v.models import N2VConfig, N2V\n",
    "import numpy as np\n",
    "from csbdeep.utils import plot_history\n",
    "from n2v.utils.n2v_utils import manipulate_val_data, autocorrelation\n",
    "from n2v.internals.N2V_DataGenerator import N2V_DataGenerator\n",
    "from matplotlib import pyplot as plt\n",
    "import urllib\n",
    "import os\n",
    "import zipfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a folder for our data\n",
    "if not os.path.isdir('./data'):\n",
    "    os.mkdir('data')\n",
    "\n",
    "# check if data has been downloaded already\n",
    "dataPath=\"data/gt.npy\"\n",
    "if not os.path.exists(dataPath):\n",
    "    _ = urllib.request.urlretrieve('https://cloud.mpi-cbg.de/index.php/s/9LawR2GwE5WGrxw/download', dataPath)\n",
    "X = np.load(dataPath).astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3cf81a8eb8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X[0]) ## clean signal simulated fluorescent cell membranes in 2D epithelium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "## compute the [autocorrelation](https://en.wikipedia.org/wiki/Autocorrelation) for each 2D image\n",
    "xautocorr = np.array([autocorrelation(_x) for _x in X])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3cf7c97b00>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## notice faint hexagonal symmetry of cells\n",
    "\n",
    "x = xautocorr.mean(0)\n",
    "def crop_square_center(x,w=20):\n",
    "    a,b = x.shape\n",
    "    x = x[a//2-w:a//2+w,b//2-w:b//2+w]\n",
    "    return x\n",
    "plt.imshow(crop_square_center(x,18))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3cf7bca2b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3OR2A0RLzNM/aUOCIldYV8zWujPny803pIFQqG34nroxTVnAoygOqI7SW1XHe1E/T8ZGiRuooOU//64439syBXuu1Xrt7u8+iA79M88IWKpNRtFIKUYbO1lmCGbUmopA9xuCPsxyn8rQJH1XGCZDRTiokFliVFIuChf5ovIgjcXJ2iapdH1aBBJ4SLLlCbZhAKKIdMAwdygc29jLg4wBJduUB9QESGRK+Wb40ZEKEdofmIk5It66N4ynzHvqtev0qSjWay+C/UV/hNXYeDkSN+bJyCR2jH7APrZxAW3k5Ul24BTGP6MvsnYR7VvWmyQkoXkbOrE5UoZkPnFYAkFjoYOd76LrTv0vjmPrQNF0zFTdgJQGnOM2IMXPcCmlDusATdx24s+xpC5EYzPoarT6egyhjGggvkelkPZtE8PRf0efglg289exjAQDp4zS3UFmbOUsn8WXPhJVFva6NkcmVLA7CWlinIdmkNTk1GxU2mQSoVB23jAYQWxKYLs3JLTTRGqT+KqPsCF3u4sRZQlXu+hzjy1lKt4bisMt0brpEGoE6PQeVJNOwfPk4AGBjwDYmZ/YEO8HFCTziGhCaPNPJuTa6MZpnvY8+2xllEJw+hzhFg1nfp1DeSiAr3IF7bD1NoNd67X7ezgtNwHeB6oiFbhyobqXvukO0iyZvZyla0sYeLWyX8IcyElKaW9VBaIibAGIekjmJ4y1y5IRq7Mxa0PDCvHsyxLWZDTDyYq+JhK8PWAiVNttkyaMldDM0puo4fabP+Ka/1AxJVgkBejHXZPetHqDjI58MI8bXmvl9kgh7XkW2dbySQTdLUiiyRuvihyy0Uwxp5vBUck6Z0Kb4DuYfST4N5QEdEkLGkeg0NeJLm7PPvIgFL06SrjVO12pvJ2nXiTlw6ww+4nk2+i1UJmxee7Lrs+FtAID1C6NGyxKNw2kEoJtWhpOiBh3jLIwtk0Y3QH5CtEYclF5H9nZ/k7SF8mTUAJm6fG8bAw46HE5TXeoreYbh3Qf6jbOtxcCndipwDrfyvB41DU8ySS06rryD5pSYCRlnZeYE+3i2RTHyJfpu6fV03sgLyccTBtAejPNaUR/V382YUKWsS99dXZQ53FrcTutuMkw7gQ+mmZWH2kWLQ442OxKtduCjkQQycZSHi+Skvrd2XjgGE/lxfcGjXwZocjQB9LAAQJM1GacZqOQWz+nctF5xoHjRQDUSvEDhGlp5+3/SKO+i1Ukdo4W32oTfBoDSFN2s6Jpvzo0fZ3fvCqmTjcunTEZfcTv1kT7TxcYe+lvUyMaAQv/tdJdKjN0Wc0BbQJiTRgQHXpyyjYorseG/e8InAADveN3TTZJJiPMEWjkX4XXqv5ug/muDDpp9gh3YHKMGgFBRIhf8snga6xcyGpDXNjYfZFrGl+haoVfSZlT+8JhRl6Or9Jt2FAo7JfFKTARzSTR4PILBjy13UB+k8QomRNswcW6bzaQu/5Y73MEFr6cMxO997FLqs18b3IFEZaIrymxy/XfwZsubcHStjfogYwLYOdeJq2BjyPJgVYDCFBNS+rfaCn5E8gJk0wsSqcJFjj5cR2jCxkeGzRglekL9qU1zrw9Y5oWVyIS0TkIhMe9t6sN3FSqjdH1J+vJdhdg8vTBWqb6pj8q+PmzspuOPvrmHE+i1Xuu1e2jnhTkgrTZiGUdc+gxJ59AcZ8+NpI3TRWLP9QHXoKHK26kPrTSqExJio8+taXJUdQ5FMfxd2jEbw6Sqbex2sLGHpITg8mujFtpb6PqaxYRVoxRQu6GQOkXXiq0wKi9hIT4fZKcBQPq0h9WLSEIO/ZQJNSZZ9S94aKU4D/0cGLiod313UF/v/cZTAADZv5xF6Z9IJe5wanPqZNU4+kInKUwVHutHkdNpRe0Ns6PVCymjARS3S3wN6MY3Z82FS74xlUSSnVoiZ9po2Tf9FrfT3Ny6NuprhM0k0dTsto9GP92rtf3sdNUhhNclR56Oi677xtxy+drhZfrRqjXx1R8fAADs+i49C1opKI/z58cIrNGJW0arEmKa8BppK510yITkRFto5hTSZ+i43JEgj2P1UnouZE7iME1NN42zusMkKrVhZUzJwm76fP4Ied/ee/Ew0ifYablIEju0UkPxAnqeakNszsSCdRakpWiTybOewUi0M5z+3W+juoWOL15AfUQWbeQtMhc7u2j8gmUpX9QG9L2bAz1NoNd67X7ezgtNQHU1wkUPibNNbOwh71iXgSSNiwcAAPGzDWjOu66MBzalhEIE4x9d9Q0VV4TttF2PJuDP/+yYgDN2DmIDtNNLfn9yGnyej0ohwteg78SRkz3hGUlTngjw4qkZ+m7wp2QQK19DsZEvgB1he9GWbSSN2N/Jsz5CFXF20Ifkga/951bsfxkRfbTZMTL/jzvQZJy6dyVJQ7eqDbAnc7LNY6Mxpk5VDJGFtmhSxZ0W4rOiAQQOwnqeEXc5+pz8EI1r/iV1bHkjz30HU1alAzkiGkB1hKVc1DLfGbDTShc1ZkcSh1Vhh2OcrcuX07nJMxR+TSzFoS32YdSYYGZ73pCViM0eX/aRvp3s8fp2coaK9PSilsm9ECdmY7QL5QsLD+dvFFxjgxuyF87CXN8XMX6L2gT1FVkJ0KmpU6Tt/denLwcAOK+rIf21zb6S1mDCOPgEAZo72oVbFaSqxKHpI3a6CD/Gfqqa+GDiiH2ffm/wferGNKrDzDtgqMzoM3NbCPueTs8OsxvcrZ0Xm4DV9hCdKaK+NYP8XeQBFmhr9LsEfWo8bK9JVGnl2PHXohsBBCqVqNkA8ITrKYX3Pz5B9EqdYY1QkePi/NClZjrmWg4vdLM/YiCcYf5s0zMJu+UbFVA8sZUtwMYeecHohc//YAnuaXpo29sJc9DM0sZSnjoXPcYqfVEhf4hV81lag9gMPRzlPRkc+egeXis6a/CF0yi8j0yE8tYgXixmiSAcM7fSi9EezaCTYGcoO6LGvlFH6Az93h2lF2djX8JAZhPzHPfnTXVn/yoa76SBO/9AenWo0kVtSLzbtC7ibff72ogeozlL+nBtJGQcvHU+L3HWR403jjghjtHh9S67Dh5w0TEAwOzlO2TRzoFRi3PPRmEn4R8EwSimmVs9N8ojJqVtogltdgx6cxZiyzT2+CLNXSi8knOWQeXFFlgNXwsg5KUp2litNqdwhzfgReiizT5as+KUZaIPXpQJSrZYyBzdjCgU5OXKg/qQOstJZJPMAbnho8Mbr1Dxqa426EtxWrcy7Dw8VsEPt+/GvbWeOdBrvXY/b+dFiDA6PK63Pvs6dJIa8XlJJeWY7CFyBq08MIv4MqlqAVlkHc1+kjQOEy1qC2jm2Vy4hsJ7qb8n1TVyagWtSXJyWW2mu1qvQUdJ5RJsfzuuEC1wTsICqXmShtvKKpPEIw5C5QchTSEf7aS1kXh+eDMJRPK0bRCDqWna6asjboCC45ZiTSA2W4ZmJFhjlMbRzNpoP5VQau5nKI4aLnuGTTd1B0l4hGluhf1Zgz6TsGr2eActRtkJLVUnaSO6RGK2sJskWeIp5Hhc+9aI0US++rK3AQAe8R/XG+1KEJqCn/BCCrm7GL/PeRT20jq8UXKyWjUW50qhvoXyICRFWbSV9JkWTv8B3c/d76EwrWq1UbiCcgsa/TSn6rhGfC4IOQIBY3B4IzCTJNbfiQb3WMwf3yWzAgASJ8iZ3B5ge1DBEN7EztBv9S1pY5aYECs7i5N3rWLu7XRD4zdwjkfWMklq0QVGSM6uAC1ah85+4qCsTAQPQmKBFlwQmo3+EErbGBnJ90JbQP8d1Ed4jsc9Qs9y5LWLePwgOStfsPu7vRBhr/Var929nR+awNC43vYn1yFc0sbWq45uzuzLHWvCXWKOLZul4kTaOPUsBvd04hbyL54BAEx/kZBrIhHiCxqxZckfZXRgzkZ5y+a9UDtA6OdIKIUoM1zsIHQbqQBNtlGLU66hc+q7k0EjvkaoxBTS/STJ0ocYX971TNZe+QA5PmsDNtppvr7kSyQkxVSZUKKkA3thIHOSw2TPoH4TH8wYHLxkY8ZZkrTTDmKs1ZS2k3SLbHSNk1Uk78YFGr/9kLsAALcuU9pm6p9Jqqzvcwx5p/Jovh940ofw1eJ+AMAP3sFOMUavNbIWYms0xsQRkuLtkTTW95L2JiCd6Jo2jszQGoUG/Sij55SC9waa38bnaTzaDkKrMdYO7bZGk+1guRdCtuI0NHJH6D+SrRg9uYbaHtIKBatf2hYygJ3CbkkhDpCO+bvEBmetptZBfYLWMjZP424MM71X3sZ7X0vZj0/99gsAAMm7QsaRmJwRSvgQujGm0FvanF3ZTdhosHM2UuDzDq6gPcYLxxpdJ+4Y5+LKJbS21137GQDAW2/4A6OpHXpnDyzUa73Wa/fQzovoQKjUxfiXVtAcT6OdpiFlTm0Gfvi2hdJ+siWjK1xHYNhBpMSkElJdp62xWmdJx1pEco75/EOWCZOJLVcfDsg5skzMEN7oGIKP+gB9houkQYSn1+E1mDiyyIAiO2SKYKzvlRoA2ti3YifOP7LPzFlCjukz9MfQ90ropmgXr42xpEwLZVoAOQ7zfMOFrilEEnJIGjazNrJHq7weZM+3clysJG6hnaR1MQU2hkOYeDyxiTgsWkONOI69fR+N6RhnA4LUj04iY7LUmoN0zRfceK3Rli59MXFgrbxmkvqs28ZLPf1Uyj+Iz2kzh+xxoSoLYfUA2cGxZRqvhNx0yMLcOhHAZpnHIXO8drf8EKveQYy1B+vLRJHu7RDNwQL8zRrv6kOHTfTAPDvNwKeTOMsaFcPWvRBw9iq21Q1xRxROjaNTe1Ob+vciwOk2aXmZW0PmOkKcu3oJaQxe0jOVh0LrTJrDEZL8oSYiDBbyYvy87uyDwxWkQqwZd6ayhsfi43/29wCAP/zwdQAApxOQw/6idl5sAt2Yg8KlfYgtdQzeW3IINCdyxBdt87JuPJQmbLeB+hAXbDjBTp4+CyNRUs1OcESpnaKb51Y14itcu4AdOdljPursXJKiGc3LXcQWWUXj4hLimGmPZuHGOFlomG6a3dAYuJWTUOocQ16oGDRbqMAY/wjd+NhKF4Wd9MAKD/3yFTljSiRPk+oaznFIccIxD70QgzgRC9VRrnVwEz1sr3jNDXjP659M5/KLlrqNcP+n35bCSJZe6ggX1FgpJ1B+F6W0Vnkdw2UNR0pamVJj9Fv6SweRTdGcdI5sl7UH5FAfpDHd+g0KY17+ZjInTr57LxKs9iY4SN1JhbB2EfW7ciXNPbKiDAuQ4A6WHigmi0YuxfH/AXKKtpMJ+PycyAZrt7V5PrxtOwEAtWG+n3kNp84baiLYDMSRGVsUYdExZqLwSIowsBva8CuK6r16IIbiPvo7Pru5/kBkQ+N7ZRqHIQ3RQG2SHdJlrmb0Exvp0y0eJ2/OfC+K2yPIHaJNPXKS1qB86QgKO2j9mrwphQsKWx9PofRnvfnlAICokpR8ZVLOf1HrmQO91mv383ZeaAJOtYPcDxZQ2T9kstOcluysjPQaCzLkUtMBmYaooqsX0372t0/6FP7uH58GABhYoB8FQOQ0tcniGvwCOffae8cQKgvyioEWSxZiK51NY3RXSTpvXJxDi7noz03brA1KNh6Hm3bnDB6+PMHHs0pf3OYahJyw2eZvq6C0l9TeVh9rGlydKHe4gU6apTLj4303IEMRhts76+MYeR7N6/bTBCS6/FWkMmbeN4w64mYdAKDPC5xpmdNcHyDvGFDM8uUkeZPMP6h2XYT4Cq3p6gF+dHQQHhUSldk3EDdh9doSCh2uKPRN6kv5MBJ15GYuleZYJmTbHIhumrsXBtIh0qTit3NKdsuDF93MXVjcbqOTZA0mJCnFLOHPKETYlJDQbCeuEC5xGHiRnZGujcYwrX1xipl8WROML3aNadpO0TWTc10M/oQmX9xJayvlv3xXoaPlb/C1gcnPdXkd2AG5I4zpx0m6MocgWbvJ3FUAloluTXfpvOR3alAPoUSZGBdaveIVP8XBV5JzNtfe7Ly0OjFT2u0XtZ4m0Gu9dj9v50WIMLxlTA/91UsRWXbgM1lk9ig7ZjJBrbwaO+mk6nArpYxUE6m49FCNXR8kkVTexbziL8EAACAASURBVHbrgSBnPj4roTza/ZsDYYO7FvhwqKINn4ABJnFWI4BzWIHZiTXtmXBg+BBx9tcv3QKn7m06PgjjRNFkOy26KplmHpKnhXGCATBbSIMobbNRY7bc+AzbqG0gd5jGJBLqzPOB1PdYiyBFwORUuFWNxBxdX2C+8ZUuGrnNtfHaSWVqBQjEVWovuhVtNK8SmbvoZDyomNRtZ3/FIkm23CGN7J0M9noTO3i/3mcqFdlNtusXAxbj8K1EN61yFAbTYRetYXK6Oa+mHJD5/5oIKvMwu3N0o2t8L83+zair8oRjtDbRJkMlHTBEc16+6mo0uaqvZPkJfNlqBXUV5JkLlT2Ut3DVo4SEFOm3hz3vxzhSJhjzxr/QzdBWQOcm107M+4YCrrybNUH2iygPiHHuQnSOK0vtThvH5DNfS5X9/vEjTzTXlVqYbR5PYyh4v0/89T3XIvyVNwGl1DiAfwcwCHLJfEhr/W6lVA7ApwFsBTAN4Cla68K99RXrH9e7n/hy+KFAZRYPtvy/0W8hfZoWRDAB0bMVVPhFL/0xqb2JG1NIn6CVEI+qJCNZXW0SagRB1shbd6tF384EyMU0q8nCW1cdds0NF0RfJ24ZT359WJKRNKIbmxGOxR1cNKUdoL0Ey14dVaYUWKgqqquwGQVWm5BLRJeaaOXpYZeNMvecWSx/kvJMs8eZ164rjMd11CdprepcEsxtBAzEbl3MLtuYKvLCJM8KNkCbucgm6dY1UreQN14KhopqvHEBgsgLFzoeefZpVJhzce1L5L3PnO4aogy53wYxeLSEyg56Eyt/TFEK+2sZk3Zd3sbruBxUR5ay3zZ70S1PY2MXc1YyojI51zVsPMLoozxtfs8epfXzOU8kfmQVusw4FWmZFLwcmTnTr6Dz9o/SWhz+0i4znvGHs1f0VVnYFabL30YvfGGna6jMM6c4X4GFR2UijOIudlSmeL3LCm972kcBAH/50WfSPJtA+gzjWJjvMcQM16rVgSrSuL+28N7fOE6gC+AVWuu9AK4E8CKl1F4Afwngm1rrHQC+yf/vtV7rtfO0/cbMAaXUFwG8l/89TGu9qJQaBnCz1nrXvZ2bTI3py654MbSCoZ4SggXDA+8HYb04M682cxb6DtLOar+GQijqlWmjTjf7pCAlO4xsBY+56cQEKO3xEF4RhBZrGMvKhOSE5VXoveymh8hZLgjRDpyH2uH+OPW5E1WoSOEKdpg1BngcrjYhSMla01ZQPk3QcIKH6EZtOE12nHFeRCtlGUmWOUw7/eyrFQb/hRxrpUmS9tljbTNGqYOwejGHNlvn1LpfJCmrXRvNYS6WssJOr30UFowtdUwOQ4TZgSvbk2a84uzqsIPVd5ShFxMzwvICjsH1J5BJlvtyLFhHDtGJut/KKlz/nBsAAO/8IJGs7Pj947hzjlij00kaY+bv4iju4PvNt0XShy0Pxlyz2nw/Ty6iu0Tmhb2TMPs64mLjogyPPRgvACRnW3CYNdiPcApyLoTOSwgJiX8d4GsLYtPapKUAgP/IAkafR8frfi6zPpFEdZhDpSVhDGaswmwDjSEmouG6Ft2/2UDt4yOb1qgbVUjNcnHVCpula4yzsBXsAt2rr516x32HGFRKbQVwMYAfAxjUWi/yT0sgc+GezrlWKXWLUuqWTqf2mxhGr/Var/0K7dfWBJRSCQDfAfAmrfXnlFJFrXXmnN8LWuvsL+4hKEjq1GFsyMrkZqno1BTiDOqQCkCdmAX3abSbO+/r4+M8OHUSBUUuzy0FNZt5FyEmshBJXxl3EV+i7yQ01v+zMjwuTe0eJRuveSGBasIrNaw8kKYjGWlaBdqGSJxu1DbIrtpQiL9jwo/jDeOvECSbdiyTByF9rF3Akq2rDbotshasW32Ezn3ko28FAHznhksx8DOZKzMQnySHUicXQXiRNAZhLm72hdCNiOOVKxstltEZJBtcSn01GejYGvBMdR8hykzNeobIsu8gS6F17mt2Dd2xPK+RMvMU8gzhgFCvXEGlxazS/0oSMnUXScyTz+jH1BuZMJ/7UCOD51SGYqDXH1XQ7VK/Aoq6eohAS//2kccgOccoxZ9wdaRKzVRHag7Qtdf3OoawVqpYmbJhSWXQg3sffgIA4Fg+lt5BWkRxG683F8htJy2kZto8RhrXwlM6GP2kaLqBttSVqvT8TIpfKX3SR4LRrqeuoeMnPw1DWyd+AAHYAYG2bCpzLdTQztF9vPmbr/rNlyFTSrkAvgzg61rrv+fvjuGXNAfSsRF95a7norgvbSYkFNS5Y6zmlLuInuRCFlzSys+nUH4rmQOlb5MnthvXyB/keG4y4NIDWBXl9FETEdABCm/wp/TCrFySQJRTmYtTwrzDXVkBw6w48KKLdVhlDpazWbBxSc48+GFmDIrNcTw67KCwk26MmD2NIY34WY4UcCxeSptVxsMmDVjm4tYDavVHPP9HAICb33OlefDCzM3oJ+kJaw7FDDGFMPp6YWVYj2Xd3ZpGJ7YZTisvhLYCTIKoyZIuDcA4Ng2rzYkGijtonqkZ2hhW90cMaUYnHnjBpW7k/quPAABuOUub7ti/uAb6LNEbbSvzt9zj2ErXoAhbKSZZYefyc1/0JfywSC/rRJTSy0fDBbz7pscBAPpuC1ChglPpRjkSNUtm0uKbFSIh5iz8HKn+7ZRCK8MmHqvmovp3Y0DfnZxAxqnKqek2LnvnzwAA35qn8Ir+fN44QavjQbQEAPKHajj+XHrhd72Pnq/mUMwIHLn/kaUa1AJLhz6Sv2uX087tuwF35S0fvefowK9sDiilFIAPAzgiGwC3mwA8g/9+BoAv/qrX6LVe67X7vv06IcKHAPgfAAcBCGvGX4H8AjcAmAAwAwoRbtxbX0Iqkj7jG2eOFNYsMWWVF9amgq7ToC3wJb/7VXzoI1fz79SXHwpw4pkTm1lWnaZvEHeeK3Fdz6DORKrZHSC6LoU66UPw7m4FSM5zCErGmrLRZKRYjqsCO+Um9GFC71k5jv9eQNKtlXEMMYSMu5PUhqREmpCoVIdtg+irMEdifLGL+iA7/64hbMLGJ8aNVmN3JG5Mn+ljFcNJ3x3g1OALYyhTrg9ii0GcW6R8M7fZSZeYD9iGJZRXHVWIbGwO6+aOBmaBc2SaTlaM1dgybMhbRMty6lTFFwjuy0Ou/zEA4LP/c4WRlELr1XewbSjeAk49hdSt5IpqbxFTgWnPpgLuQHG2OqUG5l/PGmCSTaa/H0KIE8UsNilPXk/rPXBTxGhIQmlmdQJpLCnwkorcjQf5EM1+dpgmNcJcJk6k/dQ1x3HkJlKUGwNMbcbMz7nDbcxeQ+Oeeh+bniELzjppBV0urlqcihgtotXPYdGmpNgr45Q9+Zp71gR+Zdiw1vp7MFbM3dpVv2q/vdZrvfa/286L3AGrQ/ZkO6nQFnQd76iBI0wZtlcpo/Xjh04aR444zlJngpLQYjdKqqbyNJzjJDUbl1H8phuzDYGJlIjq+kBiTrDX9DnxJXIKVHZnDYhnfR/Za50E0BgnyVEfot2572AIKS6p5Q33mWsBQGnSNnh7uY7SRGtGF6UPk8Zc1mgwwCd/kAZpFWuITbPq8gwmKF3xUJxiuqufq3TTSqdgMVuq8NZ3YxpOLcirAIgQJDlNg2OOE3gcEtvYGzYZcQkmx9j66WXUdxI5h4QIly9lLPy8De8CKvuWO8wT9jXic/S371Bnbt03Kd7Z28kh+JkfPQAAsOOGJupc2rtKfjxUxlwz3iYDpdy6xtKjOGx4mqR9Iy/AMKC4g9aqyZmZbi2MyBdYsjdpprnrZ9AfofX9nRxVPfqH11EeSrjQNeFc6cN3gcwppiObJS2rNsrO1G5AqDL83SD6VbiAab+YCXv+3dtRfTipDCM3i7OQ+rzq7d/DZz/4CFrTK+j86KqP1j6+CfycNHNBSfRwgf0hjHRUXuBXO4l7br3cgV7rtft5Oy80AeVRgVBnxTNkjvEz5JUV4AqUMhBYjz23xwv9QbUczpFv5iysXcwUUksCyGG7+FQdnb0kBtvsQW6lLeSPcB7/nQQ40oko1i4h6VDYx550JuR0lyzElujvxFyQpZg7vHkXV77G9LPIIy2ZaKlZ0hYmPjltAE1w6RY0tuXRjjNPPtvFfYcY8KGUsW9nfodrDNSSeOPzPwIAqPgkGV7zuDHEOeNPqvtIyKo2aMPhHAMp1Blf8owGJZEOaMCukiYlJCdScjx3GAgvM2kJg4ZaW3Imh6K8i64VWaCuvHBAiyWZd0oD0VMk7RNME+dFbTSzNL+zV5NWMTRJoV8vkjFViSRDs5VRSHGdR8kALe5wUNnGcNuttI7iYxm4rW20QqmbuLFXoZ3nqA1zAdQ/O4nRa24DALz6c0+nkyk5D+njrvFNiA+kPAWsXkLrV5qk51R8FNEVjaXLOSqQJ7HcjQe1BcU3lZipY+pGWpvM6wlePBajyM5SK21o1yScGpkpongxaZZSw0BpZXwCYabFEx9FdEWjlbx3WX9ebALdKLB2oQ1t2Wbwy5eTKi38aO2MNgknz3rq1wEAN779UbA6/AKvMdtq2UGEnS/Fney8kvJU7ShSp+ghDlU4VbmtjQrdjlOYsTypMHArF3vkkF96msZV2KEM36A4L7UT4BkE9Zc4vIZWmnBSErOVVOXa/lFTSbiylc5LTgehNVGrlx7A6nJVG+/Lw3+XMAEPTR3D699KQRj/CeR33XaDB9+lgcjDLui91NmuYWQWzsO1/S5aWXEMi5NOwW7TRiPxftWizcvrjxj23foAb1jnxKizjCFIznM6eN0zeRvrF9I1u1EgPkbrIjUmnHITkWl62CPMIqTvoqD86kuqiHyBvpMNrbTNNpV+w5JLseIjVOKQo7ipeWq+owDOCRj8IZl1fsTB+oVcsotxEOWdHl408G0AwE/OXkyr0gnMJHFS5w7TBca+2TEIVDE9SlwOr7wdcCubHavRNT9gMWrIRhI34dHpHxELzm2cRPfDJ70TVz6eSrBFWPCoywZMHkGoQP0P3NIxoUwwirXwAApjhkuecaL+otYzB3qt1+7n7bzQBOw2kJjVsDva8OZLdZVWlmsIxCyj/qSZF6qwN1BLw2ukuqbP+EYCDP6EJMfGXpa6ExZKU6SaCZuwFw3UdSk5NvyjNjrsoBR1zGKAUmqmi9hZQt5t7GepZQWpp0k2EdpjGbPrSwns6JqUBnNN+e5wUVQ6bcyLyCqHGVfYJPqQj0KdtIIjf30hAODMdy0M5snJ6f+YVNG5NzSQ/Qj9Lfz5UhKsnXSgHXYuHmJ1PxpC9lhQVJXG34RbYGIK1rIkxbU2bKPF5CaidnaSQIdzLiTMWOVUZbcelFuLS2ny1S7sOodY1xjBOJBCc5K0D5G8En51bc9kTopDdvTmOqwqj7FM2oROJ0yWZGkLV+thZGll3DGo0NoWWh+rq5Fk88yt0XhHv9PES7/8YgDAnr8h0NJtXyfKNLulkDodpBADpLG55c0oycxxmq+9XkV7jNZN8hVa2ZABNBV3cL7AmjYpysJs3OLn/GnHnoZtn+G6FFJpKW2Z46St73PR6CPNSTRRYZkWZud7az1NoNd67X7ezgtNwAsRACO8oYwjaYUz3YSiKzHfRu675Cx6x0MeSb/tKqJWpZ1OTdLON/Q7KzjxZbKthNlV+OdjKx5ii1zyfKFort8eoR3b5lqEhQtTJhRWG2Tbk3PsMweL2LiY/BUimUIVIPUTksreMO3I3WTISDUJH0mduMTJEjr7qQ/JJ6iN+aZY5tgDaWz5KEnKuRv3oLqVYcxX8zi27jfjH7iFuRRuSODs1SSltnyRPoWAtbTFhd0UgA/NKXu0ZjItpThocVsYaXYcSk566iDFaWNLSRPKq3M+RPRwB+2UVA2i/utcjlxbMI7bZlqceg46DM7yONRVGw1ITQTYIll8/7L3M3jeJc+jcZwSmHEYUa5e1NnCtQPqHUSWG5v6WD3gntMX12FYCoq+1gdYy2Tfc/lhcWNvPzVLIv3EHNXxyx+sosHhX8nxaGVChki1G3fN/ACgfiCOOoc0ZW6JGYUYQ8JH/pv8OKrZgp+kXI7KdhqI06B5btRiGJ4nH0amzKSzO5JY38d5JOuSjxGwJDcHGSRWouOjK8F9+UXtvNgE7DYQn9foxpTBpsvLL/j7p7z/a/jswiUAgKH3kKcluuDD4zh4aSup+ceG0njc034AANjg4pBd1klvvm0P7Cpj2U/Tp1MP0pXL2zknIeLBLUqpJ0ZesWd4+vdz5u/6VmEWdlEfoKhD/09IhQ8tlJEX+u8ObS5qlJw1GweyWKOpIEr5LMhcuYbVDZpD6ZMU756fYCx5S2PiP5lh5gzxs9R25Y1TTnj5sndsYOmhgYkCBCw1bl2bvAnxTJe3xQwZiqyB0wCWrqD1zZzi4qNMOBKdr6G0m9T2pinEaRushrx8os7WRjW8nJTlYvr1o10kZgOWJgDov1WjMUhzkErPwujzhjOPw9CPmDBjgzZ6P2RRARcA1XGpYh1DhxGLfXfQi5m/ix3CTc84Q2WMjT7HpDkLK098QcM5RX/f/FuE4hOnXrMvYlJ8xUnruQprzDcZ4SKosu75Q01kj4vjWAhsHBPpKDOfZGS9g/JEaFO/Mp5wrAGPWZ1VS4rfeOhnB6wkboXKMIVrRr7LiMWIFDlp0nrdS+uZA73Wa/fzdl5oAr4DtHIKfXe0EDlIavXsP5Gatz1Pquj7PvBERArsQLHY0dIXQXiNHERSOCQ1a+Or3QcBOJcDnmNGD+8iMkW2wVVXEd9Vwwvh25+7FECATa9tCTL6hL/f5ZBOfFmbrLDsMQ4P9Wkkmadu5QqBagFemCS/EJOUtzJuYUnjmY+kUNR3Vsl0KX1sDNuZY742xqnSjGXQSqGT5F0/Q5KnNmgbvn+nwZmLe/ow/nUax6Pf9B0AwI0fIAS3HwKSQjzBjr/mSAwWp98KsrATR1Cym7+Lcq2Gyo6kMRuEjixU7mL5AWxSbGxWO/tuA7pcECTPhUn9sG1MEAmFxg8vI8SoxOi60JfRtc8s9GHXWcb2Z+i8+kAIaxdSmFGo0CIlz6AS1y8gtbo+xBl9cds40yR1OlwI1HSvJZoL0H87ze+WGeIF3MEhxeUHpo0m0GUHslsN8k08phKTnJNOwkFkiUuTjXFK+2wT7YyUfaNxLzw4jOYIMwmfoDUQHsLHDh7Dvz/+4ZvWwwvrc7AI9Jk73EKIC+GUp6Q2Ax2/dlHUhFZ/UetpAr3Wa/fzdl5oAtoG2mmNF73/RnxiiUDS0Y+QRK0fo51zUNfQzpDtFCpyqC0XRnNQeOpFaga5BZL1JTnzw99woDzaKb+dvhIA5YQ/9o9/CAA4WCRPztlCBoMf5Qo0CQ6JzZAjx8vG4YWojyqTY4YLAbY/zpzx5fGg/Lhkyz3nj74GAEjYTbztK4+n4zljDGlg/ULqVwgqhbdA+UFVmpVL6Bi3quCH2Q4VSTbuo8UFLJ+UJlDRx/NXmXUR1uNWlvuo+Sbs2n8nI/A2mrAXaa6tnQSeErRdN6JMfoU0t9DE+JfIMVnbztwx5L+l0CjbuasHSBqWd2jDry9SPJqOwymzRneW0IQdJi0duWYJMw+jPA+h0Mp+/yyyIa7gtIOQPq2Mg+UrkjxOumZzkPM/2spohbEloUCDqcxT3y7pfhYWHsIEKV+hTvLvn6bjXx0xGo+QxHrhoIZC9MeMzGfaMDi2CV/HZshP1BqIG8dqhx3CI99vocbl5LzwZk1qoZUxYVex+UNNFWRO8tq2sk5AvsOo0GqcwXCtgM/gF7XzgnL84v0h/a3/HMCBm16K2Jxw4zHKTurKr3RNpV2J05a3uoGKJjTZoXM4+tY2O2tqIwrdBNfyW5PEmYCzUFS05LESjv05PbTpLJkPj5qgOns3ffFBBpKLc64jZoO0cLGDM89h5tw5eni2/wc59ZrDCUMT7lQZh3B2BWAnkHZpnpWd9P923DLRCkmislvBnGXT6EY1Ihu88bHpZD+VdMbmlwaNs+1cRJ0kMknkQBK35HcggBSHyh2s7+F6ieS7RCftI7LK8NgznAq7SC9GM+eY+yPOyPhCG80+qY8YxLvbQlYiRaNZg60+uI6JD0spMHpZW/mw6a+ZDtiPJRIhKn+odI4aLD49nnujzzYmUHEPb0aLFuFMAEP/fvwZ9BzseeciGjvJvCtOuaav/p/RBuix2SOtOh42SU7r+2wzN9lE44w6bfRZhAhF4HyOcbqz6viovpoZjj/Wb46XdGWZUzOnDKxYTDJZx8agQnUrdTz7glf2qhL3Wq/12t3beWEOnD6SwdMf8HsYe6AK0kU5Zi61BsoTAd+/nQ+kuEhIwd3339lFmPMI2lkyH0pbaZdOzGnEl0SqMRdfLoTKmBT0YOnZTmHLp4TnnWJEt0TIedh6RhP7tlGix0qd1M8D+Tn8ZIVChJkIidYT8wPY9kEak8VEql6CefQKLShGIIrUX/udKcMeLNJTSqE1sxZC1c27v7aViaXL7p8qazRZogo9G75LDjT7UQVMvIrWsj4ZcN6LSpk9wZWWD88BWVIZPHZClpirUXmOMXeSTCVW3OEY3vxmjpmcR2mekTVt6M4it0/Tbw+eMvgKw4h8woPIIyFSab+IzIK+N6dMmK48yWm6eQuZk7Q2+RkSrfZaGTpM97u+nVRySRKrjVhBBeQxQTNqQ7iSPcQO0HXPOCutGbZpUkQE46fjKI9L/gM76SJAfZTWKD5NElsIU5o5Cy1m2gwXZH2A1rg2YwKA7BEgdyszFnMrXZg3f2cjpMmtcThY+QFRTPYOMtvagwkUp2iRhJ9QtDjlAaH1ezcHeppAr/Xa/bydF5oANKB9RpZxRpdQM4lDLFzSZndrDDDIY9Y3acLSVi5x0OLf3Q3Gw8+whG8FtunKJQwWqmnUhxnZR9FJdKMWIoweFG1CyCvTP7Zw+ocU1hOpeOpnXZTewei3b5HdiBEfCw9h6cZUUkIq2k7DFM9MzIqNr+Gyr6HO42/mWLKNagNaklBX5qRnfB1CbVbeahl/hWhGsj6e0sZxJ9V+fAdw2W6tDZMkqV2yAx5jV8RxZ8qAL3fg1rjCzWkifU0cdgC+d7pE0lBPkEMRnkZriLWIBH3GpyvwYpzqy1mY5QkbF/wBYfXrXdbe3kwSeOm6OrIfTWxaP6ehjXZX4ApUtZEUUqfpskJkmrmdwsup01FUuSisEH0UpxwkOJ9BJLvV0aj3s/3+gK0AgJFBktJePGnsbjnPd2C0t9XLSexXuPxbZA0YuJWeofgRkuatrXlUR/h5YjIUL6JRm6L7Ig5YQZrq563i+AJpcjs+S8zJyrYATqluX0hj7CSc4J2QVGLWanNHm3CKpOX1SEV6rdd67R7beaEJeIkwKg+eRCeqkDtEO7WE10KVoMpPazd5piUE2E4qIz0lLJQ57iPzBQrJtPto95eqRoXdColZ2vfEexpb8w1WO3OM7MvGSBSlSa47wOPIHCLQSDcVMfXqasN0TPmSEVw8QljzM/MEN82c1ohztqHY3c4C2XCd8T500kxusYc9zV1gYw/nFpyla0puevo4UGFKMAGlLDxUwWWtwKkJ9FcjVBIKNs7sY6CP/kAS89eQfT768cC7LTh/kWjRVd/wH4hN3eEoxMplYRNqC02RpG7mFFKzkq1H40+fpvMf/4Zv4DtrRK09X+I6iE0XXpeOe8xOIvCI2m3c9J9XmrkCgMuApWysAa3I9yJcAGpxDfVLaUGkjqBbUWiQAx0V9jVYbfoicxzIHuQ6hitkoIfXBlCdYJATR1LK4w7SM5t9B5NxOu/s1GBQv5KJWNpZjVBhc1Sgm2TtoqEMBNqLcGHSXbYhJJFIlFZAk8O6+WfNAACOnCbH2I6/TSL3GgaQPYKyGQs7HLPe4v+JbvgIMZ2AaBFJLj7r2xZqW2n9cDvusZ0XIcJUfERfufdatLNB2mNkgV4gP0yLXNmeQHmSVTV2ROWPtA2Zg4R7tEWcfEAQSpQXTauAcUce+tiaZwqcitPN6uqgXNUyjUOcafUBx6R1Cr9c6NlLiLyaFlqcaKGKjwKni2ZOsUNuQBiJuqjyQyaqv9IBb390lW8gpyD7jkKck5CkoGV7MImN3eyA44e4PmghfxctjmxiUtqqE7OQmqFzTz2Zfhv7b20edimsAQ2TCyAp0OKIKk8BL/89qoS70SUV/fbyGCzWk5dq5BRbLtFa5D8dMynK4sR0a9o4eAXR51aCkKCo8kKS4SXCmHwX7Qzf/gYTbKwFITEp7RbeUBi4lYll5rhIBJsppQP9aHGxDxMq9IDsMVpTwf93o8qE6aTYbOGZ9BKmPpkym1xQIk2bOgPC7S+O6lBJG4boyDRtPMWL+1Ge5NTujCT6KOx5LM1v7S2TNPdTdHx9W9YgRdMvIGe0fkkK3SxdpJUPNiBJ0DJryyau3VDQfNjx117XCxH2Wq/12t3beWEOtPotHLs2htiMa5x/Tp22W0FKKS9wsAm3fnXYRYl8dAYwY7WBRpP2Nkm1lFTRyCqp/wCQ+QGn/g5lDZtuYRftsLF1D2DaqCaTNUhYS3lAaob+FvX9P3d9HI941nUAAJs1jehS4HhyqyTm+jmM1E1F0HcLHVjfQppDeK0NmzPFOkk2M5grz3cVumE6LlIkbWljt4vIOkvBIjvC7qqgztmUEpoT1Jq2FGZ+h8598oMJIflfhx9kQE5SFuuPnvZNDLqcvsqT+XaJVNG408J7PvYEnNuiq9qk59pcNHWcnYfu4iK8frqBfogkVXkygtgqHdd3G/XfSYdh8dzluOYIaROq6+N7ZwkxuO1vCQXZefAFqHDmXW2U6b/qCi3mKQxzsVc/FjZzb+U2ZwBmTnhwl2ieA8wo7buWyUqMzVFYN5oijaSqk8ZRKk5Xu6XM36LpCBiplVVYu4DGqA9wmLZJ2bJAoPXVn1TE2psnN43t7O8O8JyA9DRpm8aUIwAAIABJREFUE/pltI5HX5LA2NfZoTrOmjFrLzRX+mz3sVldshFZ3UxC8vOtpwn0Wq/dz9v54RNIjOrL978AXsyBx7nPAquVnS1Uapvss+gC2WmV7SlE1pkEkwktI0s1Q4slbLlScLKZtY3tKSGUbkSZ/HfRJsJFjQRXGZLdWQgrSjsT6LKtvOfaQwCA2TfuQmSBpJpcuzmWNHXyBC+ePMNUWI6F0pTYodR/cr6L2BmSTO1BziFgB6QXtY2GJH6FdlIZ2LDLpCndKAzs1ZTWZkeR0kEoUXj5Z57jwavTgaEkfZf/fMw4nKTKkCP+k/kmrDb7N8ZJM7HaGisX08KJc0rs9L47fTQY2CU2dnmrY5xjlS1MEnKOJPN/LjzpRRSyR+kez11DnzuffxrdC0k78MIMsZ4IIb7EY2NnZ3SDO9ZUmBMINKPmQNQ4PsNcAyAyVzFVfQpc5vzhL6Q6j//1sQcixkAzqVcIBM5heU7SJ+g5cA6dQftS8uwK2SqsgDatdT3Z/e1PDiJS2lyr0mow/0SpakhqxLlc3RKD/2wKfZb/hzSM9Gnf8BRImHF1v2vGlWbf1Y8/9ee/+YKkAKCUsgHcAmBea/04pdQkgE8ByAP4GYBrtNbte+sjOjyuJ595HfwQEJ+T1NDNqnQ3ZiHEaq8hSfC1SYqJrJBTqDEUMQ6ter9EAgI8tSDSFM/brXahWB2sjTIufshGeTerU2XqI7oisXIfSXawnX4hfbfrlcsoX07ecnnx60MK+YNc0qqzOa9g/cKw+dugyjaA6Dodlz4pTkCa0/olOVNWTF6q/tvrwWbH5kNpMmQ82KKiR/hFUL42SVDNrYRI2/aWo/jpx4mhSLgRE6dKBtnYjUnkQFKhI6a4qtCi2x1tWJfFOSsml28HRU0aOaFSDhxrkn7tRSzUBvjlzIvnPRAC0WX6bfRR5Bzz3jiAlUvoXglbslNTJjkoPU3rJkxRdqmBzhCZFxscYdIq4GG0hQMwZZt1Th2ml/TUH9FabX/vGegkbXx+mnbf4q64ESqSXyEO5cqYa8q5yQvaTlrY9VzCQ9z1qb08bo0mk5ukpjn3gitE+7ZlyFBk43HqHbRyTPryF7QeZz+xzRTQlfsiz0GzLxAW96Vj8KUAjpzz/78D8A9a6+0ACgCe8xu4Rq/1Wq/dR+3XcgwqpcYAXA3gTQCu40rFjwDAlRvwUQCvA/BP9zqIhkb+UBe1Ids4ViLrpDx0oyyNmtowD8cWSTWvjkdNye7iFCPTfJisLNnpRZuwWz6aOa4xwKGXqKuMuh5bomvW+6MY+baMjrHyJ0jXVV0fR59P4nv3iym003jAlAlBiUkx+JMmwmcIVdfYRWqbmDq+HSD5XE4Siy97Roso7qS5VEeFGRdIMnZg6HsMRFcKTUbjCeed8oAWZ/M2+4UjnwekgdUDFH8WU2GwG0L/7bSWqwdIDV6/IGfYg7O8tYvzsBsLSqmJqZA6VkKTORdTHGOXYzI/mkeVrym0ca18UHg1skLXthc3kIwzfx/nK3RSjKzLOqagy/IXCY73p+/7Et7FZcUFF+G7QIX9a6WdJCnjZ0nqO82EMfnEkZc+7SFUIk2kOiYoPmXU7tJWgq6+4cmfAAD8RfapyN1BJ0sMPntnEcULMpv6badpcQd+tAGfMwvtZYLxHXnTAFavozm4nLlYH1KmrLk4vE15XweIL3DtBy68Y69XoQRj8g+ElZj68+NYb3I9iA/TescXaYypGd88dwzBuFv7dTWBdwF45TnDzgMoaq3FypsDMHpPJyqlrlVK3aKUuqXTrt3TIb3Wa732v9B+ZU1AKfU4ACta658ppR72y56vtf4QgA8BQCo+qqPLDURWgPoYO8ykcs1eZox1Awm2vo8kZHQlyAoUh4t2lCkvLcg+2UXXL4ya46VVh22T413cRtJo8JamOQdMdDp/FUm76kUtPO/SbwEAvnTVI2hstjIoMqGsggrDnhgDQDwG5/7mOxpWh4EyrLXU+4JMrwTv4laHwUVnm/DYPm8N0o5f2uqawqJ9dzBK7GwbkeLmWyr+kPjRVXghQq5d+1efBwC87bO/hyQB+pA9QWvmu0HYSxx2mruMrfjGz2IIU/ZlkGFnmGhU4XXymaz8n3ETmhNnYf5ObXIAmv2sfTx8q7m39W3sFAtzKfEjNgZu5TJo3yNW1ndc9Gjs+gypUKWdAUGKrKGEzLTNeRGjCglGUEpIubTVRusy1pYOMir0RBdulU4WGrC3Hn0MAGDqhi60vZmmqzGeNOtQZ+IO0WTXL8kZiq9rXkjEtzMfn0BjiHMv2IfQLdsmX0b8Ia0crUtjUBvxKnkt0DEDCBLA0drXdpk6EAPPJT+B/RJ6j7Rro5u599oDv4458GAAj1dKPRZABEAKwLsBZJRSDmsDYwDmf41r9Fqv9dp93H4jIULWBP6cowM3Avis1vpTSqkPALhTa/3+ezs/mR7TFz/kzxBZa6I2TjuY2PEiXayOb4qVCiZb28qwrAifu9LaZAqu7+EqLwyq6SSVgcQ6zUAjEFpu2dXduoZboR17Y6/kadNvT3rM9/HFGx5CY/o5jvxzmxfRyB1mKcy1DqR+X33ANna2CQOGgyKSmZNkK7sLHEYazRqYbLOfAShKBXXyGkFFHMWY9NDcBg+O5+lreH0EODn+XJKeE1/xjeSqDTIl+GrXhCMF0y7zDJU8hAuby74Xd8URLkr0gENzq8Lwo6g/AKECSXO73oa1wZBwpjnTYRfNAebVH+d7Vgig3OnDJOYa4+ThX3pGE+kvM0e/iT4ow7kgfAwSBq6OWEY7kOclVNEIc2hOnqt2wjL5GuLbufJhFAZevH4bQjMUmmvs4ZqV4+45wCH6lHtXfnUVUZe0moUfjfA6KqRPcgToOJnA3WTI1IGQcLHAtN26NlwXcq+j6xqQyJYpxgtET3MdA65FeOR1lDcx9W8+KmP0DP/04/ccIrwvEIN/AeBTSqk3ArgNwIf/v07oxhTW9ruwOi6afTxZLsDY4JcvsqrQ6Of0SCIKhlvzEC4wEy4XqOzElUnOEDVSNpLqmGNU8m40ICaRF0FetPhc3bw8I99glF+a7tAPL5s0oahmf0DlJY4veSi0BaxfyC94SBKfWtx/04QoO8xh2E0EGIZOkgtZ7COH4tpFjvlNiokkD62jNUYvtcNVg1v9EVMOa/mqzU5A7Sjj0EKcVd6UC7e62Txya13z0MjLJIhLq2PBrfALw5uR09DocH7A4PcJ56A5dm+vV1HbRbpuh6sS18YiSJ1gtbeP1tTu+IayS/ABEuLKHg1wH3Ifx9/n4My1ZHLsfDOZIqHxFNb3sSOOKdOkpkLuWNfc772vOGjmWunSPKdLFIsfTxbRzxlaMwUy/+5YJpfWoKdRu3AYABBZpmtGE7YJW8vzd+ZF1PfkG+LmHg/nZL1tpE7Q89TqZ3XdDlKkpRXZRFOeZQhJxBEbKnVNQpzcu+qIA6fBlY/ZjJ74NGNT3jCLtRt24N7ab2QT0FrfDOBm/vs0gMt/E/32Wq/12n3fzg/EYHJUP+DiF6I6EblbRRwjySzAZqCWcL1rO0AUai7nHF1RSCwIll1AGnSCF1amCk8zyyCjgmekpztL6p6ORUyoau1iEoO5p8wBAAr/MYbEAhfUbAs6TxknpPQLBYMslMKY52awtX+uZrzytHEWSYajcMl3Eq4BSJkKPQmFMFe9kf6jy22UtjEjLqvrotpn7yji2PNIc9j2OVrI2lAIlQnOs2BS1nDZR/pOItJoTJI0dDmde2NvNCB2YS1o4LYOnFrAtQ8AtWHmz+9TphCpkIAmDq9DM6ZfMfpQNVpoT+T4O87820Hrn5xtobCLj+dlLE8Bz7n6GwCAT33wkWaeT38BlazfFV4EAHx8+YEAAF8rHFkhrSr5eTIpktNNY9KANYx2ykWFzZE9z6T46P9htfNQfRSXxqcBAB+Y+W0AwEW5eUMrd/kApQEffA1lOha3uedQwdFn5kTHOE0lG7S6MxswMu9nc4pN1ka/QuYEg4D4WYqtdo3JJKXxoGDSv0tskklFpFZaYeoaCg5+9sEf7GUR9lqv9drd23mhCYS3jOmhV78UyRNOUDWIC5NKyW/lB7hysY+1BbhsKwkYJLak7yZ5q8O0FXdjgWYhGYml7UCouDl3wK0FdN7Nfurr3U/4CADgtW95loEeC+1WecI22WziWEjMWBi4hZw/zioBjUQClndnTKitzTTgkQ2N/EGyNSW7DQ1eDMtC9RIKNwo1WGm3Rojp07wYw6LbwRoJ6EUot0IVjeUr6bixb7FDseqhzpz3mSNkqxb2poyUr+wlX4O7QsdkiXUdABBdC3D6ubtofpJPEC6Q5tCJOaYeg9wLcdYBwb21W9o47gQ6Xdpqm3WpbGXyFM7Q9EJBdal3vYDYXL9X3YXPfvRhAID4IktPvj9+6JxnRsBCp9qm4GqVy6J7IYXCrs28Ay3Oxkuess0YRYN41ou/ig9/4Go611DC82dUI7YkIWr6Ln+4ZYqgBk5L29wzITeRUKFb1agx8W7+kMDcfUTn6blaP0APj3aC+WWO05yMY9jzAZfuwddOveN/zTH4S7fwhsb2T3TQ7FeGhEKSXSRGrREwCgmfvB9ScGqs+ks6qGOhtI2dVvXNKnH+cMcklyRn6QFPn/QQOkXx5+YecgKtXhxGbZIe5L/9bYqpv/WVzwAA9M2UYc3Q8dWHTNH4C/ocUg7G0SeB6Scwr91CfNN8k2c9ZI+Rqi+JT3YzYLrtDLLDr0TzWLs8b5yd4qnf9tmWOV5MBW0pU/lYHG3yEHULCgPbiesu8U/8cLY6cOrM0bdF0IkaybOCYWdmHN4cvVDgoCpv4QiNUlj4bepDzBMhKmkMBNyIQrrRd2fXqNyi3pd2aYTXxa5jFt4TnI5c7cLqSmVoJkiJW0jfRRGD5+54NgBgy02Aw0y+Ep8XdTlxsol2enP5r+L2EPyQOEDp0plTXQz+lAt/streynPps0HLFLMR1Xy5k0JjiO9Zmk2yBbqf/Uc0Emdp15IcjGbeNRGJ8Abd/8S0ZzaV5iA9L06T16/PQoQsVLRYWJQmHUQH6T8SDYmttNFgR61xwF5JN74bUYHj8d24x9YzB3qt1+7n7bzQBLSt0Ek5FBMVUhGO/0q8uJVW5jehXKoNWQarLaEUALAbmyVCkh15ygvUJjnP6tjAFMV9pRpQ5pSN6Ar9vvggco612JHXvCiFzoNI8knoLHvcw+RnSpvmVJ1KG2x6cQft0pLZt77XQf7IZqRZ9mQH6xdyLoDhmCfJkJoNYveSpdbKu4ZS6tywZP8tNI7+Cl3TLjW5Lx9H9tJcQruYI3HANo7VhBCDtHE3SjBxyGorKHMVY6KK2GIL6xdwKbgJQUay6lpSSDCJRhCTVyZ7UJyckWXLoN9qY8KbJ6q0RlbMjTFacOXp/8vem8dZklXlot+OiDPPJ4fKObOyssau6uruanoCROhGbCa9KIOi8BRFvQw2iMB1AtTrQ0EQn5dRkFFmULkCjUwiCk2PVV3zmFlVOeeZ53MiYr8/1lo7Mrub9v1ofbfu7bN/v/5ldeY5cSJ2xNl7rW996/tQfhud1O7fo922MZ00qYRY0rnc1bh+KAanLkAmffa2fy2il2fw96C0DztGxCbUEFt2+v/UJRdWb2uqcLK2DZkz9G8pQcqN0jawdn3CzJuMSIneLJJ3vQTQS3MUscJdr/yMphc8k9ZJKby3Zhvla5E7Wz8UgZulvyfYTl7AxeRSD+Fa33egP/qjPx5lXBGRgBdWqEyHENvwjVGjyGNJqSv/rSV09jABRnoCPAcOl1AMUaQbaBGkH6RSl2pT/qVDDqweJe/FvayzP6bhRyjvS5+VnUxh788SCvaBO8nQM7HJK0+iFCkLlnfaaIwwKCDiEhd6sNu863yXmhNE5GSs3ENzW6ApAABLt8SQPevxNfO8MPOxNu4gubxVwsuPWKYnwWVgsDvoocw6/NIBmFjlnWGhBptJQsnjtLNGSmlT1rN4h/fDlsFjKkxaEf56qKbQzUrkxcDWaByZee6qO0U/Iws07+XrR1Dcy3JhI8G1Kp+9Ahm7srpAnoh5RrtAyqsrN8XQZE+E1AX2kVj0TMfa4tMyPAfBri2OTOLbmLoQeC1Kea06NYAWW0QkloS4pTByV4+vi143eIRt0dNhJM6x1Bh7RJ748i688/c+AAD4ta//En0W24sLeQwIwOXcMYXMOQLuhr5GuJJOxKCTFIlU9rAJL4PG1WnblG61LTt81wCNQgwK14BegsV0+RtdIdFrFA84UB6fy+fwiOOKWAS0RTexDcuEpVIblvBMP3HWXODwvRwaJSykzvIDPUEtncoDmtxerPaRIIRQLqECM5PMOVYkCocQZRcoY3PW1nD5QR1kmeZokV4frvSCELvHd8P3UXoCPVHxlUB1RrQLl2+h8+gwG9IPacRYB6+X5uaVU75RU35oxWPocM8gwjhJcL86tAe501tBVOekZejQQrsWdL73qi6yn6N0oPiEoO4uQFmUNRS9qIVuRlpapd2Z/j97zkf6LH0pilcRop4oe5ssr+gfhScSs645bCF/kheXM1zJCCuzeHUzwoeAUXBWPvMthvl9EQ+Z4/ywCxC21MKFCoXa2/+FJbnHY2hwFUjMTSWdCVeCjSF2iu6dH7ZR0NxqzAzDXjJoWJP0BIoblJoalVmaP1mchw73cMcDLwQAbPuuBNWb5PC5MU1b9Dc3ASw/iVIQn52WtUVfYiAQW4muSyu8h8R5AkDrO9ncZDJingtj0TftmEVZ7t3QfbywxdXDGIkPHf10oD/643E+rohIwGlrDJygHTRUYb935ueLFl99Qpk6fuEq1sUra/RYg11YfM0hx5RwArYh9w6M24hKHZpLaOkFz0QHsiuGfmodq++g8l/2Ei3n9RnaeVqDMURLBLoJO9CLbOIfcGgZWSigdpBYatLA5DSFMrh5Zd7KzweABlECECfiG1p5B9El3iGfeoDO1dNm55OmoeIBZaS4pA15+Ae0zZxZy2LXvRQ1Vfam+BhBZCSyWtFCFwkG7lrbOEzdLkIsCq0Ruh+D3yfBFH15GXovqXnUp8W4lM578EgHoTqzE8dZxXethyyX/5qjtBMrHwhXOZW4m5C2+lP3ACDATUxqI4t04OU39jD6QboGn5t0YmtdpE7Rlu4n6f4U9rMcmAOs3EDzEl+h37nxQHsv1KSf+cM1qCanjmxu6mXoHEu7Yw9rFGvnbCgl8yZpmvSL2Eis0rnJju2sVU3zj14iw1O9b9b0RngJbg6zRaIujIvPod4LiRK0oxFflj4COn7+hAenyS3YrNqsuVRc3J9EbXZrf8hDRz8S6I/+eJyPKyISsNouEifW0dg7hI2raadpTG5lMjpNIDXPuRJba9UmHKzcyGSOSW6ndbXR/ve5m016DZKLGnFenQe+Qb0ACIWQjtIKfPJV1H655w4NL9/a8vntbGBfVtxN0ybMtGhJm447ERUt3ThqyjvitINNAUD6wtZdSFsKNvslyA6VOkPlvsb2NNZu4i4x6a477ZoeCcOITHnAMjvRMD+pNkv/ePWhr+IT19wOINhVkise7K5ETRxpDIQR72wVzxDgzwsrVGbp2tevIQzEcocxfA/tnrFVJkAxOaY+HkYnJ6Kl4M+xkVqg+ZZeCW0BJSmjZsjjwOF5IdIO3WMhIb14xz34QvY2Ot8sXa/T9tHkUl9sQ+aWCVY9jSxbo0UXKMdWPRdejiOFCJ/vbNoQsEIsqBpi/Gfg/h46TOaRFuteQiH7aYpILv08XfvUx8Xs1UaDu/0E1LOnoijvlvIrIaWxNYX4qjxHLCbDZeDkpRaiRXrvBovThisBs7Wwn+alslsjVInwedPfhJzVSwDR1T4m0B/90R+PMq6ISKCXDmH5J0Zh9YA056N2T1B8WtK6Wcdw0teu5ZLegocY0yrzp6RkZRnuu5iUii6/8rWhF288ndDZ+oSCm6D3PvNmcrg5+YWrDJlIiDvNbcxfb8FIlIlZaTtroc4kl8p22i1iaxqZC6K0zuWdAkumOwrx75FRtD/DCa9joXGIgIEo010v/wSVHS2XpaYAaM5B28O2KRXlj7FQxZd9Q5Ay583lpo1eKiDzxLSZ0/YA/VuxSagXU6gxKac+vTWXVK4yO02YuVEDxzqm/yBGrGR0mMSUP143gqHCmXc62sjDh9boYKrRQmyO8JPSHIuL3CC+fzbsNp33+1/wXgDAa97x60g2RGOAPrObtBBl2e3c90jMqjNLkZ3dclGbYVTeZhtwXyOyQdGes07nEbUt4+8nEUGZ8ZPmNguNCSZKLXE1pgnUudLxO9d/BQDwjhPPA0AOQ6JdkTtN0URpZ9REs/K8bCZg1cdYR4LR/042KHvmufzaSdmGBCUW8vkjgLaYsj3D88E9D4kLjjGI/WHjilgEoAkcaowrtIbplOTiJbxOnSgC61RYziUJtCvuddBNC0hCE5NY8k3JSgBCKS2SAIbw1rk0dzYwyBjiWs13rosa1+IUg1FSxhl8sI3Quria8s3YmzFgn9T4W8MKnQEK0UxTFNfFQzUX/ix9+dcPUZgfqWg48rp1WjwmuPzpZqPGQVe+3HZXI1yjuWkx67A8GzKLaIQbsMTu6nh1BOkLesu1211t/BRk9BJBeSy6xmXSozQZieNraO4e3vKZqzdETEmrxdwLATk76aRpjklfZGXfEQfQnCIkmCM/NGR4+aKqM/t5cVTx0ZihA37tJ/fTeZV8tFkNSizNvHzALSk8aZyPGzAf5XkKc5jfzjqIrgoNUxZAGzaXStevkfIhL5hpqvMDQSm0PajQHKXXPzlOEspv5bmra2UWqOYwpSndnG+4DgLu5c62DXAtXIYoN7SV5hwzH80hmu/EsgdtMVM0LTwRZdSdRr9H11cbl8YtjcpsnzHYH/3RH48yrohW4lSWNAZLu0ImhJJSm+xanaxlgDZp0VWej8IB2iU2W4nJrt1mEp/8f+qSZ3aQPS8jSt2B1CL+YZHKbstrbAekgeGv0RZW2sfEliHuP2hbcBpsrcVtusoLwDZJPbopZcwkhd6WOMKaq5aF7jSVfqqscNwYDey2hSwkEY0bV8ZpJ7YeaBKK4amAetDBPEgo/5ZnfxYAYMPHp1ZI8CkZonD8/Lv2oD5B12Ls0wdtA6gJMzP/IMX+VrVpdq0qA4PVKRv12YcAiSfE3stH5hwbr47RdbpRheqMZeYNoO7Q7HGWJmObsPp21hBs+oi+bgkAUHsvuTy1cwpJjtCcJv3s5B00tjFZiDvuJGXRTtBfIXObP9EynYWlXQLgcSQJIDVPqYJIhHUzYTRG6XX1SRaL2dDQamt/SvtXqYnF+uQAmtsYTOasMFzV5jxKhH8ithY4BEmqUKVAF1YviCbkWUgsakOGyp3mZ9LVSBwnBmJvjMVZPO64TIcRLlGI+U/3vKUvKtIf/dEfDx9XBibgU1kkM++azjIRXRC5sfiaj/oYrVnSnRWuauPBlj8uAhzK9Ogn/oB23mcPHwEAHG+O4USZSjMbryZGzhf37DF59khDOhddXHgBrbJjE5TIx/+Ytpfq9pghFTVZFCN/oodQhXsduF+gcG0aq09gkIkBvFyK3Gfsjm92LdHlj25o5I9vFRXpjRBnujkWRRUMlDLxxG57hmff2kZRi/KA/a84xlNKx/2Tj7zQ/E2opVJm3PnK03jg+yJCKbJlQP44++oxgajLOvilmzOmq1OUbie+uoH2BM2NUJQrxB1CL2VBW3SvpBOwOxSD3WWCEsuo2R0fxaspChNBjfRF9h24XMOZ+ygC2HmK5iWeiqAxIRbtjCuM+nCYpptaYJyIacatAYUQ6/LL0FYgCSel3l48iFK6aSkHClYRzMfgEboH8aWW0RsIVen+x6JsXKsDTwmDb7nalAi9FAN9no00YcRGmTl/jI7Ry0TQ4V4N6ex044GQqgjMJJc9oBvQ1QEiCQFA4Rofmt2d8Mt4xHFFpANiSBpqBO618oDbTQ5Tx6IIMSJcHwuaNOpzdPH/fPs7AQDvWv8x/N0JMtmcfS9dm9Stq5Mh47DbZAPM2EZghiEhvRsHcqcECabF5eyL6YsWyrUx9T7+/Jwo5LqobBfZaAZrEoG6j1QfBCTLHd+kI8jgXmG/87AUKHWJwvb6eMSg/lL56KU0ful2MkE51yQU/GR5GN7HKEyXGnyEex5q0xGj5COgp93RGHvRPABgNEZf0h988mAgDsKKPnIdnfEukqfoIvInAithAWBlYYid48atVgfdGTo3+dI6bd8An7JYu/GgpVm+mAO/Sef1/JF78O7ffz4AoMuo+MCDNfQydLOiZ6kk0dq9DdVpuh/Fg7yIdbjn4aQy3AEBIN2oMrV00Z3sJa1N+pU8z8y3cFqB4aoIwvRSDiJsdLPBNXupUNz02ntw+HdIb1CARG0rUyWRuc2f8BBbZQWnk8xdyXE+E3LMeUhK2ZpMGYl04a54kUDspc0gd4IbzprDtjmnH/ztI0uO99OB/uiPx/m4YiKBmV9+LdLzvlmVpTQo5paxlRbqf0So29IqA3j1EJCklXjsS7TCrh+0jLabaAFu1oY3Fk7cnai8oNUzUgx2SunukyGiFMlFjepzKO5MxmhHSL8zZSTNZNVtbLON1qGUIKV8p7xAhKKTfniLsuzYIlnWzXtIXKR5GPtJspkqtWPofI12WSljZeYD5d+1Q8y8nOBoKOEjVOLoZzWQ33qYccrzCsj+6VY5tOp2tmwfU2anFBvt3LEqmpMUeso1SZQ1cLRtjDVEmOSlb/kHRBXtfEWP3tfTNr6xRr0ChSZ9dvSDVM/P3bGA9ffNAACy3ALtpiIo7WKLcT7/3KkOwg/O0/9wJNV4IqU6GwccdAZYMu1SYDQjFuoShaTOVGFV6BnTFUKTtUvzqXdPG95/eQ9xB7opZYBYAZ/ja3TM/a87jLs/RJGApCX5H6wu3cvIAAAgAElEQVSjN0q7vPAhOrmgJ0Y0DDvM3UguwHQiyqhNKwM+C8gZK/hmzkMPMWCJr7smmvjuP7y+Hwn0R3/0x8PHFQEMasV8aAWUf4OW1MksITnLNVo5Ly5lsOcNtFTu4F26Nq3QYmBm7TruNV9WGDzCNl5H5wEAvatn6HOcwE5MTDyzR0vACnXE9fZNAyAhC1md7VbA7AKIeJL9Au1WmdO06jt/voQG72C3jlPp8YsfeQrWr6P3JNhMUgDCTtYy0UGbjTrtpjKKtQIkic7B8E1rqE/Tjlp/LxFh4k0fMd46pJtx9VAYfphFOZmYNPEN7rKbL0Oz6myP3W9aQ2GT70sX4Wothtqr6LizQ3QCOyN0QicKwyiu0/1oc/fhxjMjiERpaxpO07YV5Vqn+1wLvQ6dzyq/71Ovuj2wdmORztRCgAXli9zvH6NowVGemfvaHO3ATss3Yh/1KboWq+uheeMO/jdHkYzP5E95xs5LypLlvRpd7rMQKa7iwSxiBYpOWgM0z4kljlr2RQLdBP4ZX/UQ4nJxpMoRLIPG31uaweBZvgaOzpo78+ZeNZlpmFjURvwkEMaVkm/AOhTSkN1VaOe3AryNcduQj4QgJSVU99UFdD0O3/4BjzgeUzqglMoC+GsA+0FT9MsATgH4NIAZAPMAXqC1Lv2QQwAAMru36Zvf/yJsNBOIfJBi4PIc15q5DTda8ZG4SA+jILLaVvCiAdADkMCGCaOzHAJeZjXeTWYljRkGIGu2Ub0V8YzohjbmDYII9xKshlPzzWdJ809t3DGhvDQL7f7JM5j/WzK28/hmicWW8oDBu+kL1pyhvKT08jp+ejtVMSpsSne2RuH++odmzEMmmoSxko8Wi4mIi7HyYXwYTVNRQgBFbTgG8oxFi9q49MpCFWoA8ZdQXb762TFzvjQZAUPPqYv/IUxjlMVOzqF1DqnDDvwwN/isEbLf3D2MFis+l/YELd9uVowd+bPYTOavnvYx/OFbSLVn4F5eFbs9tHYMYPOwehqRi7TyddjIRFLJ2oRt9AdjG7QoujF7iykNQIuL+FJWZ/k0eBNIzWsM3EfH7w7Rgl+fCJvFPHWZqxlrItNew6nfIC7IxNfps9s5G+1BTisvi+iLFTx//EUX0ZJQS6M8F1CUaY6D+xeu8ma4PXh2eyn63ejNdA/LfzdueAjH/+y1/ynpwLsAfFVrvQfAQQAnALwRwDe01jsBfIP/vz/6oz+u0PEjRwJKqQyABwDM6k0HUUqdAvDjWutlpdQogG9rrXc/2rHSyXF9wzW/AavjGqaYlNDKs+KW66ObFAkqel8vpQxrrsX1ZasbSCzJ3xqjHHoPatNjIKBKtKxRnWZAkMP1+KqP9AWREBPBB8oPmsNhwwST8pGb0GY3jLP4R/ZsFxefQec+vJfSjZ1Z+lntxrDRojcPxyn9ufyhOWTO0WeGji/QwcRXYG4C1R30epmDWNE3UY2UiqqzQagaZlXbmGjUqQB4lFJXcslFL8kRA++GlZ2BxNfOpxIlUoC5+phlAFNhvsWXldm9B5ir0RjlcmlUmV4KMSuJrrVQ3pPc8pnhukbqAkUPVpt26sK1BAy6ceBlr/qfAIAPv/3ZdB6TCi43QUkzVGreQvYsi6FwtBQtc0gcsYxWpXBCOmmF7Hn6LClDh88uAw63FV9D6YDwOXpJhfxJ2uXbA+y5YAX3Q3pMous0B7WZOK5/3b0AgK9/8QkA6N4IoCrPcGKxg/okpUfC3uymhIuhECIs1GhM+g6QmqewoLSX5rGdU6jupWv4q9s+CgB443uJFBBb1ya1vf8Dv/UfHglsB7AO4G+UUvcrpf5aKZUAsE1rzZo4WAGw7ZHerJR6uVLqHqXUPT238RhOoz/6oz8ey3gskcD1AL4P4Ila67uUUu8CUAXwKq11dtPrSlrr3KMdK52e0Ndf/wo49S7aQ2xXzeBON82RwGIzeAPz1zv5CNw4rWNGJqutTSQgObgov7rxIGeSlThcVmZ1lp0yUu4ZJx85fosBnfagMmQbKa+lLvmBV4AOyEgDtxNj0fsftA5KK3RhXxQ9Jv9Y7Gs//EDLmHHKMaQL0eppFPYy04iXbXkfALRZNdcLa4S4lCmSZpLvxtaD8qsAVX7YMpbawlbzHQUvQh/yrN/7FgDgw//4NPoARQAmEPRIeBECt4AAb0kuMYHmYBgdBrEiRQHCfOSO0fbWHmFRj5Ay5LDIGt1nKdVVrhtB8hVEorn4DQJu0wsBLiO7nBtT6DHHJsfipmK2areBOovUSPnYiwBZtnkXbCdUdVHcR3iT5NsSWUEDhf08l5s6L4fup/MVgpdzms7V3TWB3lsI3J5LU7/7ULiGIxWKME6vEN5jWRqxbxPgKfcxwtBH+pKLHpdd6+OBJ4F0aWbOBpHutmcRqFP6W2LCClbWHgLaY3Q/Lv7qG/7DI4HLAC5rre/i//8cgOsArHIaAP659hg+oz/6oz/+k8ePXCLUWq8opS4ppXZrrU8BuBXAcf7vpQDeyj///t87lnJ9hEotVPZmTI4l+XnmLJX7uvmosV0Wfnm4FvRgZzi/i661YC/SyivegqKVX9ppY+gwE4hY2DK81kBrkrYQQda1pYxnYWNcuOSMIWwEXWFShmlus9GlxRxdjoFS8xqpMG3XVe6DKO2kXaaXCvrQM6fpM4t7ooivb3XQkeE7hGcAAQrcHNXIsrdAjt2M7J42cutCULELgY6/9GWkL/K5pm1T/Vi+hR8FH6YsdaRG8zf7ecItrGoLijnq7R20k2lFHggAEJ9n49ULtCuN1naiuI+gaWPUGVfoDFK010sGe5AbY2r3NFVL4utBF2HrnVyu+zW6r/bpnKlYSKQTLflwznMkxc+OSH0nlzwodxPPHkArb5mOSJEoK1wVMtFMfQJbRuoikGPhmtyDtMO7qYgR9CzPsLzXFJVb3IhCkfUYOn9NEuzJiy1Ud9C1D28SpKn9BJU7D45T5LhYpznofGIb8kfos2IFipoqMyE4HIVJX83YsxdQfT/1V+SWCZMInyf8CZYyfQUX8cjjsZYIrwGVCMMAzgP4JVB08RkAUwAWQCXC4qMdJzIzoUfe9CqkjodNzfahTDYvGgBPxgzj9CLaB+jiq1xHdxPKhPpiRybWVpmzQUhsjEN2OGiOMbh0gd5nuUHJscOJjDj/2m2FLttGiT6f1VHww1JS5NeHgb/42b8BALz+gwTSiBNycqmHUJkWCLtM4aReXIHmm2WPU5NT4ypKI1oDjlElSjxAD4put4FtVILauIHKZa1hZUCl6IaE7fyZiy46/LAnl+izS3NRxDdoPop7acJzpzzDPmveRg9n5F9ohUtfdFHg14lRSjtvYfB+el1rlB5wU1JUQGuTHh9AC5WUwIRR6TsKmbNbzTtrU6zonA84/re+9PsAgH/78xsMqCgMUKetkTlPL4yeZiXfLv1/4wkzRhuxNSxNPQpDD/T437wxLFdRY6+K8g72gODFtJdSptFIyojZs91AoZr5DedfT58Ti3Vh/RM9PPIa31ZmcZYUxGn4iHIK5LFKcoPNVtxfLKDVpXyn3aK/pVNN3DxCwPFdq5Qeqc8OmHROeAgBCGyZxeLBv3zkEuFjIgtprR8A8LCDgqKC/uiP/vjfYFwRvQOR6Uk9+obfhNWyjGGjgE0C/IRrGpVZJk5wQNDNAGGmIUlJMbHqm3Jd8jQRVCSE9dMxuCnWk2clYi+qzM4kq2eo7qLJ7bmFq/hg/CN9LiDnCGmjNumYLi6JQprDFmafTxr6lz9EpKHsaVrx169LGOBJdOKcljblNFMG5FC+nbWQY995Z41Cbj8Zg+ZrEGELHbagREPxIMXfIm3mRYJQWDoLq9ujxii0F5e51YYA86xXfQcA8KX3/hhkSJomOzvUJoIbbykSzSVWXMTOsgikvSnFcVgObX+AFxd5nuPEcUF7KOieE4NTi+20/uvz/xHv/fizaE6NMnPNqAEHtul8zl6QwglInFr0TE+JwyVCP2IbIRUZYbYo99Jh1Mdph5adVSuF6i10X/JZjtE/T5FE8aCGZsJTbJE9IO7rGgKTRAdrhxyEuc1ZQNTBw0xyW2yZDsTGJPtvjNkmOvnp11IX6Zf/8MdR2S7AOB3LMA3r2kRmD7zvP75E2B/90R//B4wronfAbgL5w5ax7gaCcpPQddPnG2jnuetMOgGzPsKVrdFBtNhFhbveKs8Q+ij/bUMje4a2BCGUJJZ7qO+m7VjKdoCDBBONxv6VdonSTukDBzQTSvLHaGcfWmmiwp1l0gGYPefi1DrVfKbvJkikdJB2vvSCi/IOtuUuBH3gomcgeEh7MHA4arLzj8UXk573jPCKGxXyUuDzJ6u/0E1DTW3yxdJO+gA3CYSq9O+B4xQdRNabiG6wQjCHKfVpnr91ZUxHE6yW7O6eRGWOBThyW8lcVs+HN0jz4jHw51Q7aI0RyJVYpJumQxbCVTo30YrwIoxlXILRN2A2Nd7/kWfhKc8nZegzr6Huw9pc0lDNRb9BHJ+Sl7XZUUXs1W5reDGOThggbA456OQk32cdhp10/qHaJs/FZ1IN79qhJRz+AEnTOS26eUJLdtqOwQ6kfNhgVebN1xJdA3oMKqfm6Wc3xZoACKKZQBi3ZwDsT5+n5pRYJJAhEwxLrtNpApHqozsQXRGLgHZEG882gJx8IWKsZFs4kDT87I39DE6dUGgRSI0IpwVuzMHQd4irpCsUOqsULR6VQ6MGQBSwsDEWMSGugHr0e2kM4cXgTgKbVLUOhFib7okEIdtdbYCe4Qc65jx2DlIovHyIiOjNYQ5FLwGDD9LrIsuEvLcn0miy0rIAc8bh+JyHOHPSw+z46yfjJs0pX0eTEK5rtNvCCwgALYBCWJFKt3r8mhWNyi4OtV2WBJ9MI71Ax/32EiHdw3fz+7wgdexcsx0AUJ0KI1ak+5K+wBNoHsgQimwsK227rT0Rcx/FHCZ6ehXWFIGcit2AJbXwbWV4E/nDdD83rkvjyJ+ScEziLczF+JsJ+MbQk1mbrJuYuOsCevvoXskGUZu0TWVBmIZOWyN+usuv40WfF8CfePoR3F+gKsXgH9AidjE8h0yEXi9hfnWS3hcveFBamKi80OcsJC/TZ7m8ucVWOkZwJXWeUorCQXpeV25Ompb3OAvOxNd9tPL03t/YRenan930bKRI7NioRw3dHVjOyXX+sNFPB/qjPx7n44oABhMDk3r/T94BpYG2ADe8W0RK3I55dglI845+LYXZpV2WKR9JqGZ3yLQBgFnipG4cKQcAoohjWF5QDhQ+fDcThNOiWCtj4FjHCIgIX6F1oAX7Eq3mSS7GDh5pYeW3abdPfJqWc38TACkMOWEa+iFlrkEAQgmvrV4gHCKyYU7DQ5NtrqJF2ck8eFy37qVoKy3usc0xJTVIs61YbKWJ2nba1UJ83Nagg9KzaEeafg+H1ywD1hwOYYNbtv0YvT68YSPDGnkSkko6UJmDuaZehrUgjwT3LHOGTqg+FTORlFi8xdcCtqcItQhrTkqt8ncAuOO/fg5v+dZP0/WddnhO6TWJpaDvJMPRitJAuMCKwtwf4kdDRpvvt9/4t3TeHJL88SdeaJ4FAYG1HYCETTYmSZ8Odn+zAwtwagcAZWUf9xqs2IivBP0dAExrcWNcI3uKficsWOUFXJRrn05EkaU/nkN0ZROjFoBVZyFCrYEKlXDvXHtPHxjsj/7oj4ePKwITUJrz6rqHVl6Uc7lXmp137JHtZicVscjsWd+QRmS0BwOykOIUVUpWvaSCz6Ut6QC0u5vAMybWpBd88xnCHRe5Jm0FJcIh9j/wvhOCm+IyJJ/j8i1xPGeawKuv5J4EAIhUuJx1robmRILPQyTNtFEvljKPgEHpha75d3WKEt/GAQepBSavMCPSWfIMO9K42RQ5H80rI6jSZlVgp542OWSY9QoG7lpD4XZCqmrc3RawN5tILNN7Nw7S32pXdVFvi/goHSPFzknRcso454jZavZUHc0JLndNM7nID+zVB45xf8WBAEQrXC0lOSFkKbO7pi7RHLz3j54H3EbvFWaf3AsoIH8vgUaNHYScFa5y4IfovLPMwV++zcXMNNUo/+xtP0/nzT0aQxV3k+KvYDsuBu+hh0fs3rXFEV5IGTKURDDNbRqhBr/3jG2uXZ67CHc9SvQEFUKL+wnkHmgb6AzR6/alCPu6FNuFLvfcSK9LJ00s2ORiF8pntPCbeMTRjwT6oz8e5+PKiAR8Dbuj4bQ9jH6D+o28DK1sfoQ173c5ZteSlTJzooLVmylBklW/OepDMalESCZNdshRTdv464mAo9JBWUV+py0gd5QSQDdLkYjkxaU9EYMrFK6iz86dck1un3mAONteZAjLHcIChIQklGXlBeW6xArbfkcVYseY+pmXHgnukBwNGT38XjLoYZDoJLlI25V2FJIX6CI6QyK7xXN13jdRTaRIv6xNhk1UU5llNHxyGE/dQQpHR30qfyUuU2jiFOpwTlDFY1tvlq89BKW5b2OJQyod0GSTi3x93F/QzUfRY6Ul40SkWZcAwND36fiJIxRlVW+cRLUjHZxBqVBo3FaPjuE7wOTfM6hzBz1DnY+P8jUpFPYO8VzJ/GkM/Dz1OMw8lyourY9ei+KDVAHIrDFussq6Eq6PaIjxlS4L184mUZ6leyzknMEjbNN+bgOaLe/DVXpOsmcUEmeodqfZDr09ljJYSvwcRSu9EYoq7LZjyuGeBDUaiKzReSy0iJgULruIXKL3+lmKMN0o/WwNhYz+wA8bV8Qi4MYUNg44SC9YUCNc5+GLFlfd4Xs6KLOHvYT7i7cFjSRBbVohcTloMAKANDcXuUkgukKhamuUJqk25SDGvRbhRiD4sPLErbzv/Al6GEa+XYTy+MvM4Is7mjNlnZO/yY01lsZtMXq4TrYCHjcAlH48a+rEYsQRaviILtIX2A9TKJdYoS/r+sGo0ZAT7nn2wUJg+jHMLMgQoEZYY7AqbbJcWlrtwo1tZasN3l2Cl47wZ7EEmwWcrVK5TlKiCz9FJxsuxxGpUD/D4IN07YkLFagiLZjVm6meJtJmfjjwbxDuQ2W7Y8Jp8VnwwwGoeO7F9Nm5E/SAV7dbJhTubgsk4bLHeQFcpnvbTdlYv4aNOo5S78Wbfocs2P7k0y8IPovXiZFfnMf8V6nMWblM5cPBhRacEl2XjtGi2ODUpZ0NZMBkMdVWML/D9zFjkNO2yqERkz5Ia7XV0+iOsYnNNM175lzb8BVUle5/mEu/oxdhmn960+yw3OyhytyF7+6nhXii66G9nTX1eBivA0th6Unce/w9POLopwP90R+P83FFRAKWC8RX9Rbeughaphn4iVwqYbjAKrWTovvuGONNm91mIhsK2XO0eko78OoNosHvI3Mmw6+nzw7VtVnZ2zkJuZXh9KcXBGTiltGrs4GLDYe12gHSC3S+c5+giOHML4Xx/ZcQoSXnUqimuFRjPWHCRDjy0x+zUJ6j1VxISwNH6Zi5Uz3DpKuxFFo3OYB4gf4uzjzNEWVSJp9ZjRLdrB2KInVxawel1Ymgm+NyJ0uURSs+RuMULTknWfv/DEdWl0oo3cA2bgcoOqhPRJE9Rectac/ot5nQFA8b9ydh76VPt6BYkNSP8jXtSBn2YKQa4fkOREME2A1XuBV6wTW7spThWgOWseeKcIrwvt//GQDA/lefxr3HaNcM5+hzBl+ZwViGu/c41SvPRVHhdm/DuGSh0UhRm3kTG/DMuTZC85x67KJ5Wb+a3l/d3wOE979Ac5xY1iaVFSHT2nTMPIu4ln4paanT0ibSaLCkXWtUI8bCKFeNEDC4ND5ngF0hOeVOcxv7TBiZC1sNYx86+pFAf/TH43xcEZGAtmj3Tc+7Rh5LxB9rMyzEMZYxnX9C6hk41kXqMl1C6hxThHseGrOUd0VqTMjgLq2Jr5bhpel4rRH62c7aJj+X1T+56JseAAGvyjtoh1I+gWz0P/zDBUq7mPvOWMPg2AZaExnzGQDgxmnHDFc1Emv0YVLK62Rt4zcokcDyzfSZTjvogxcKrRdRqE/TcfPHmCp6xEX8NEuZ76ScWoRE0wsenBbLUQ2LgEfC+CPGV+lvT/797+Gbb7+FPmPn1jJp45YxI8/mxcW9R6M+yedxgn7XnKb5bw47aIxupTFDR5BkG+/GCNO/z7TQTYs9OL1epMGcFgmGAED2XqJut2YHUNy7FTtKXfIAVrYUWm1zmM7r/Cd2Yu8LqQe/2mG5+lAMVX62JKJrDyoMPLjVs9BhUhc0kD5PkYNd6/C8aHTntvFcMrayKhTrkNG9EGJQa0Qhc4oxrvtoDlKHV1F+wuiWz5SRO143Arf1MTrXxKWgPLrSoHlujFrmeZWSsOA+yUUXpT0hPNq4IhYBaPoiVWbDxjrM6kpdmQCX8q6ECY2kUUR5AWLcGqAJ6SWV8ZiXZpAU2391RlOIXqAvSZxZYp102oSW0rqbPloAQACVAEmC0oYaGuVdUi/m+m5BmZBVAC7H9hApMGPwKKUD5RvHzSXXOLw3vPIBhcwF5hEwhzyxwlZVWRuDh9lE5AT3RXR78LZTCNoe5kpKSEHHuZGFQUaMESi0cTBk2nMjBQ7vK0CMbbOEsXeyts1UHRrjLP7BisWDR13DdJTFpbDXNgw+aUfOHCUE3GmlkLrE6HaYezFKHZMOQMX4/CPmiysAomEfekBhP31WN0lfFi8apB4t1vG32745t+QFygtKV9EzEX3pCirvmaK5PUdosV1pwGmz0QirMTUnPIDdnyW1yJ1l9eCJCNrbmKNxNaWX8fVA61B6TAJPB99sKpmv8PX6QHWaKyOTLHKSG0PmAj8nYr3HQGFxf5JYlwDcDKfHJ23TaLdWpvPPVII2dBGfaQ3x4jFho7p3q2PxQ0c/HeiP/nicjysiEvCiQHUntQVXeJcXEMjlnQ0IasJS/x96QGPgmAhDsMZ8wkFpF62Cosq6+FTp2HIwrChMlh04d6yK9jCt7B4ru5YODW7i9NMxJEqwOz5mPk01xeIN0r3nweU6ePvFtOvH355FlUEafxelCNIZmTnXNRZjAjhGS5bZ3VZvTG2Zn9iGb6KV5edSGa6XUIbDLn72TrmN8gGqSRuW2oTsUL7RJxTugB8ieTAg0FJ83sAZvOsmKp1FVxjU413RbnkIVenN2qIoJb5iobifoyBu/22O0ryk531kTlD50CrWzPW0d1II3djGOo5jytTvZQ5Ex7+wz0HyMqcgXIvXlkJjlP/NkVona8NyRZmX0rD9r3gQAFBzI5iPj/J80L1QY4mAN8Gq1P5FG9F1YVUKs5RTluM1WJcJBEz6rC15ww6jYyjAauoyg9JRB2GOrlp50XZsI3+Kn1PuOuykbcPMTM8zOLrOgGXMhkQmLWZeNsa1cXV65s7jAIAjf33Q9JGUd3Baxdt7qKYx9SW6lh+mMdiPBPqjPx7n44qIBGBp+AkPzrKFcDng6ANAl9l8flgbXraO0s+lpykkzwkri3fF423YHZGXkhyYd9sNjU6et3YG2CKOQjsf8LiBoLMPCEA6wSESSwrVW4e3HN93lOkme/ncvwEA/vy/PBMhdjsSAVPpBCzuiWzxCgAI3JMyj4BLG8yZr+z3ELtIu8XwfczOW2miNkehzsIzY3z8OPwQk4mEpMORRvKyRo3zUREycdoaIQEL2WlnsZNDYp47+VakPMrn33DhxVl3oEURWO5UD4OHOQ9l4ZPSLnr9yhM1Srv4Blr006kH5dkYawxMfblqOvkE+Fy/gUDU9IKPUGOrhXht0gk6CflHqOWjsp3Oe/Q5BAIe+3/20/k8t4neE+gYOz9Gu21xbwKlfXwP0nT+VtNGY4oOaLPR6MVn0LwM3p9GdJo7Lhlw7mTth/WY1MZpfuxe0CmanmcB2XrXiIl2MryzjwRiMu083UerRz+9KOAmZO7p59i/ekg+uAIA+MoNdAHJHWGUrmLw9ISUiEWXQ+HS0/l5/iGGpFfGIuAqOCUHsTVtwsFOmmvxHMLGl4FummvkHHopN6jnC8K7ekMMeVbJiS1SCOpyRQAAyrtogsVHfv3aCNLciFO4isGrMtBmj3jzBWacLVrwkD3Fzrn8BSvtjqMxRcdYZA7y4N1WAHJxyCo3ZuS7RTSnCLQK1+hci3ui8B1+gFgxaPZzrJE4vwiVp+M2mP7a2RY3SPrUP9G3qjYZMS669XGaGAmza9PK1J+7PLfxDQ+J8/QZyaP0vgdeMIEQR+7ycOaPc7pRaQEFLrX40vesoEcoxZImJ+Eq5E/6CFfo3JxTRNGtPXkO1SkGFQ/yIrcjgwgfVoA14wrd04YzIMcPV7RRi5L7GKp5qO7hFO9tZKSabNE1xf4mAqdB/575S9Z9/OK1yB0PGsYAwPJcE/4Lf8ORBWu9C6fR43OUL1gYnTxzNMa3AoNwNKIrdA9kI0ksRY3yk4xoQSPBJihNVpKqzfDxY9pUGGwWi1k/6MCLUGozlqfFIHKfRu50aMu5bVbfTlzeKmH/0NFPB/qjPx7n44qIBKLrXex692XAttGeoV1FdsW2ywBNUhm5qOQZNn/Ixc1uLOBK6nLH+NOrVSpVuaNUHnLj9sN25/S8Z9KA1Hwg3BEpSXmRdhABXhojDtauJ+DOWJq5wAueRmnAd998EwDAiWnUufTUyfKOw1GFl4qiw9FMi23WoyWN+DJtO9ILsHEtAVyx6aQxyhBGpdPSpjwVZsZbN60Qrjnm30AQpvaSQRurcAJiSw10hyneHPnvVIM/8rl9iHPLc+4wzbPPKUBzewbt6yhMTzBnX/kadiuwRgeASI3baSOWuT/t6whs7G4yHEmfkXMD2uw07otC73ogwJK4SLFwY5LONVr2sDHBwiGsYvyU37sX9b8g408/wjJ0zP7rZgDF8mmNPycW58TLL+Ly1+m5aHHpL3nZR/5+BnYpo0BtFwGtS0+KwHeY+UeKZohv+Ob6xEvy9uQAACAASURBVOhWIgPlA61hBpOZddgaChidonXphxRi5wgljgxTdDj0fW74cT2oNr8uT89cZW/G3PfZJJ3rA08eN+VI4QlIOT1S9bfIwj3S6EcC/dEfj/NxRUQCncEwzv7qBEJ1ZQCQzIWtu0tysWNEIi22qtKOQuIc7VaDJ2l57uwdx8bVzGt/zg4AgYmm0w52Zc07SLSkkb2bhCQKT6RcsjZlo7afduWNJoOMNst6VW1YnLNL+6vT1DhZo7KX2JuRiMZW27TCtewjMBg3oFuOyVDdbASVHaySzASRXpY56icdA6IN3h8wI/047UzVWemN0GiwvbXo9w/dR7vK6Ndq8BOMjTCW0M1F4SZoHqZiFDUdtoEWC502nsk9AXxPummYcp3knE5bo5dgC66GdEsGxKr6OIvCtILdKH8qUDYGgPa2uAFnBWgTe7TmkIXibraJ4xJkYjGw+I6/jC70m397A9KtrR4Kg0cIuylcFTWeCwL6lj8yiRf81rcBAB/9FvkqtAcUNtgSPVRlgRfGBJQLaGaWVueYledZhs0on2mvBOSvwQfo9cJITS724IclKuBIN6fQGCXSl+zmiVUGX2s9OAXuNylzh2Elifo4PVc74tR2fWHeM/Zzgpts9uioT/KX6It4xPGYIgGl1GuUUseUUkeVUp9USkWVUtuVUncppc4qpT6tlAo/ls/oj/7oj//c8SNHAkqpcQCvBrBPa91SSn0GwIsAPBPAO7XWn1JKvRfAywC859GOlUi3cOOtxzAaraLl0Sr483nynXvpJ14JgMsnvKDJStgaUlA+RQUW99Z7EcuQP3ob3CMvOIAighEQiItCA6WbKALI30Mray4aQusEld9E7LM1LCVCH41R2SW41NYETm9QzW+ixhjCjqTp/IqIBnxLiFAaLm/KotkfLXhmx8ielr8JH9w3QqBuiqmro2GzqwnxaeKbPZTmaM0VzGPxx+j4Q0dC6KYYO+CdupNTplz49+dJQCRe0EYWS1xtpPwaDvg+RtegNmEZ3KG5jSMArkIkl1yEmU4rWgqFqxXKe7jfYyHDr/OM+GiZy4tiZW71YOjUEmHENvyADMN82YGjXVMtabJ82tr17N93nnAngKJHgLj+H7/zKQCAl9/+dQDARz7zdNPtKCi/nFfudA/RyzQB/nEGM3wP9j46YelJaQ+yfPglDx77QbQsNsTdFXD4pfISX9WmwiVVBLlPdseD6lFk2RujqKyyPWQirsNscx5d76I2QQ9PNxtIqgFAqKoxdC/9ex6PPB5rOuAAiCmlegDioBaOpwH4ef77RwC8Gf/OItC7FMHKa7djvdWDl6AZeeU+EkW99eX3AwBuSp3Fu//oZwEEPQHhKnDxGVwHX6CJy5z3kDlNT2H6vPDRmT03FkWJef+tCWYalm2TclRn6IvsRYIbIhZRudP8Cz9oX5UH9pbbjmLhD3bTnyMuf3YDkQqDfisUT/dYpagxGjYcb2HgWQ+eQ7hKOv+NMXpChjic9MLK1MC9aMDiszeZTgJApGohe04Ap62a927cMj0JYsUW+cJ51J9Cn7l/nPhkh8P7ESnRtWYltNwuaY1GigGzbibQQ+wwqCehs/RzrORCxkQksUhzlj0ZPPT1aeb/Dwf2cwLOyvvaeWV8EkSMJH+8g+bvU1pU/x8kCFK8wTZf3BCnL7lj9DO53IPDTT8dZoc6LY1Ika7hI595OgDg9S/+HN75XnrGZJGTZien5UItE2NQ30j8A20rtLNhngdajIRv0c06Dyt3hitAh7U/ROSkuU0ZMC/KgKwsWABQO0hpZpfvcWrRRY03wacO0G7xjl+YMatVaJ1TCV7MYG3SWvwh40dOB7TWiwDeDmIjLgOoALgXQFlrzVowuAxg/JHer5R6uVLqHqXUPb1e40c9jf7oj/54jONH9h1QSuUAfB7ACwGUAXwWwOcAvFlrPcevmQTwFa31/kc7VjI3oa956m+iMu0YhmDqAhNOjtKKb11cw9nXMGK2aWGb+xCVtqR11otahqllt5lIInx3W8Fq0S4nEUdtOmZ29vpksBvF17Z2XjVGhSmnkbzI5Jnz1NF38k8nsfsv6HdtNsWMrjYNcUM06fwwdw7WmkCErb5mOI0JW4agIg5AdldKbbZhmAkpyuppszNKJ93mIVZcsosmL2nkTnAr7BEyCvCunjMhdOK/07WU3jYdqDonHl6WFLGK8InL9EHpJMDX2Z6hmyf8dcsNQFEBvVrD2timS99HuNxFL8N9FqGtXYfKD6zMhZWJZxaRfweVC6V06octo7Qr0loBuOiYMll5p5T0Avsvaev1wgqNlxB5KvopKg06YnR7qWkiSpufIdXpoTdA51Gd5XCc28Hj6z5S5yki9ViqrDYVQWkvRzV8f7SjzfNstTh647lKnwuAUolWwzWN3HE67vmfoZTVi2ojweal6M3bJqh8+Ouz38Fb/vmnAAAXX/6G/3DfgdsAXNBar2utewC+AOCJALJKKUkzJgAsPobP6I/+6I//5PFYMIGLAG5SSsUBtADcCuAeAN8C8LMAPgXgpQD+/t87kLYUenELdkcjyTmnrMDrh2inbP9ExtBZJYdKLnqwPkA7cK/NYhpfGjFAktB0i1fRitlNK4RqQtag9+UOF9HkkqNIcjVHlCErBT6FDIRNWlA+5fb+DMlBjY6sobKH8ATZCYr7sgb8k2PIZ8fXkwbYki4+L6KQP0kRS/RuMpbrst9fO2+b1yWXpAymTDdg7kxQ/pKdoyFdkE6Qe9a5gy5+9dV8TYHa8eHTRJzZc6kG1aadrjVDu2GoyZ1sA5YhMlk9AlND51fgs+djJEpzto3YrPBSUYQuEtjqjlMyXNybgLakzMgAoR2Ik4pnYbjC9u+2Qn3H1q7QP9zzFbzl0C/Q53PurjxSbAaA6hxz9s8yMKyAke/T7pk9ya8/fh5qkq5BPB29wTRSv0ufcea/UcSz80+5hdIHHBaYLV9NUWdjzDJiLw6L4YRpKgCt0WEimJRhq9stc+2y+2ePWcZMV3pLJDIN130M3U0PveYopDabxOVbKYS58cnURXjyg3uN1Fxpjl2pvkhR2ScLz4DzvEf/mj8mGzKl1FtA6YAL4H4AvwLCAD4FIM+/+wWtdeeHHgRAZGZCj/zeq5E6GUL+BN2Q+AKFZb0henDbA2HTLCJtm14UqNH3BGm2wnr2K76D9S5N0lfupYc9VGb1W0cjviQhN02a0/aN/Ld80dILgYS49DLIQzp0fx3l3XROzi8QULR+7zaj+9YeCsRFusP0IEeX6MYMPBhovYljbYXBRS+i4XMjS5Q16Yxt2EXfAHzhMisuTYWNTl2X+QSpC7YRABG7MkkpqlOOWUDEECRa8o0i0q0/czcA4J63HYLTDlSXAZj5SZ9vGRNRAcJq01HENjisL9Ftts4QyKinx4z0+fq1rMzkEa8CABJr0mprGWMWST0GjrJFmAbsGn1Lht5HnIB7/nG/USoavov7KxbXgUFatMoH6Uta3CvpQVDZkM9OLnqGmyBVmTphjPw6up83/RTJr8//zm6EKtx8dIA2JsvVpmU7vrq12WrwgTqa43TgBleWeqnA1bnFfQL1SYXOAF37wAOcjl7kzeD4ZfiDrHpdotXFnRxE6fdpbvy/I+GbSNk3ztSbzU8BYOhwE6FlQre/eu7tj5gOPKbqgNb6TQDe9JBfnwdww2M5bn/0R3/8/zeuCEPS5MCk3v+MO1CbstAcYyYY79ibTTQjxa0BRWlPHPUpBsr4T/EVbcCz8RcQWf/JAxQmfPjzTzfsN6l95051jH6g8Ama2xQBNggAnFBNwnZtQK5Pv/gvAAAv+uhrDEk/VN3K2QeC6MDhjsj8KS8wn4xKt5pG5sHCluvTDCTWZ9Ooj4vxBbe6doAMi1A0mfveTSoDxEm4KZFBYtWF0xBdQwYqHcsIVIz+MaUgJz+014TVco6mszOjzHVJCVUrAsGAAHQTwRSrq7eAuAAQKWvk7qIdvTtNO3ZpLgqXQUhJiWJnKY3obctg6be57PoZivDauSAVEuv1xLJv2HLSeiwRTGvQMmlDktOf2GIjUF2u0ENWOzBspMZKeyXyov9/5Yu+hHd/7Dl0fUWZUw+pI1w2jNE9aI9SztJLO6bUGpln9eW1Dfgtumf2LKVfjT1DaIzQecbYeDVxic7HqrbgDrI83Bto97914jTu/PjN9FlDQfnVaWwtM0paGKn4SJwmosqdJ9/aNyTtj/7oj4ePKyISyISH9S2DL0Bvxyh6SSam5IWzT6+pbrfM6i/RwcDxjunxlrJQ4UDSCGS2h1mk4xIdZOezz8BnRO7sl6mvoDXiI7bKApmiIqw1qjNblY3DlQCA6jCL8PYXkqXLP5w5gJk/51xsWEw2NVrMXJOcs7JT+uEtDB4JylIACX0KqCNMRNltc2fbxhnHzbEt285AI0GILdGNHroZBjeZ/99iFl9yQQfiICIX1tUGyJx6CUVLFz82h9zpNp83Hauwj0tce3pmZw+L9FhTmQiqNc6YBv8tvqQNu01Ylm4ysIqXY8WXtQHFEisszzUsYKDCq3+LnITe/HXyEdAxD3aZPiN3lHe8mo8Yk2yqU9I9yEDhDh9Wl/6dpoAHlhtEOE1mdiaWfLTEB4KvSYxrU5c0Cj9JE7fjL+k5qc3EUdoTgI9yLQAwfG8dikvD5X3MavVgFJ8T/0bz3bhlzgCkte0iDBLgURu3U4i7411MWtqoocoEIinhQgcgeJPVnbvZ4Hl1Y/Tv+de87hEjgStjEQgN6Zuzz4OKRqEZqe3unwQQeABWpx2kWTXY5onsZh3UJlihZYJbJwsK2XOszHqMfd/YQ647mEBxH4VtO19Exu/nP7IL0eJWCXGn6SO+wI06bLEFrhyUnjiByMuopt78GKHLdlfjjj/8JADgWIvQpe+8/mZTw5Z4S/z44kst1GYIMOsmg/BdUGFhAgoQmlx2UePWWQm9m0MWcmcYiOuw5dhiEb0JbsXmOrscI7xcNWh/N82g1ISNSHErkFj9xSqSnxIPRfks2xyrkxXqrqQl2tTvBeUW5V0vrAxwJqGr3VaGRi2pjR9WhmUoOoLxJTrmk198L777sUP08Zuk5uUaRI2pl7AR4nRHHI6lAmO3PXQGCWxtcYoQagZKTr2UPGOBEIw0KOXuo7TET0YMZXv5VTTvwx+Iw6lv5ZO4SV68Epb5YsoxO1nLSLwnlrk57GgZ7gAt7CKzX5+iZ6PzSyWEPkZVlUiFtQljgby4pG29ZKCOLM9a7jQdK3G2CrVCmph3rr+vnw70R3/0x8PHFREJRCYm9cSrXwO7EwByovdvhDBWNHIngrIRADjlFqp7aHcTcKWXAnKnxZ5ra3tlaY8yx2sP0kr8J8/9JHocz95Vo5rb9959vWHjSdOSlLBWb+th5/vFGJNFQKZTqE7RMSq76bP++Xlvx9M/9Hr6fA5/hVtvt4Hs+cCkEgAqMyHUZujvCd4FY+tS+msYbT+72TNzUGYVY5s3o15cIcoe980Be8tcpS52TfkoxKlFezSJbkrCX+Y3/HQTXbYC2/5p+nyJnjo5mGgpdzLY7dMXKASQFm6JrMRABAj4/HZLI3+yhc3DD1uoTnFjFMtvHXj2SQDA/Lt3Gbk1EWLR1qa57MjflOFjmNCc56+TsVCf4Ps+winigh24Aa8ELdBifyflYgEUvYhC7iTloevX0LyPPn8eN+bnAQBf+JsfN+cGkMRa/hhxE1qjgS+EpH8CLvfiyqQtz3rpdwEAUxECEv/0n58FxaI6qbNBM5cYnIrlmL0JL8+foIm2GPytz6ZQ2EvvPfXHr+1HAv3RH/3x8HFFRAKp9IQ+dNMrUbgqYgAi2XFEU785GjG7lrgB2W2NDCu5Ri9TDu8lI+jm2WpsULTdAyJFa5i72c4wrpBUCLW2AkTjz53HfIFysckcES1aLE/V+/A2JC93+PNZ+KTVg1UmNkprzwgfK4T/8sZvAADurxK+Ue7QjrD22Smja8+LPvInOyaPFyCuPkPbRfa4FbS0Mv+/NhPbApoCVL7McJdrfF1KYbQbFQ9mEV/jzkUWN/UitgESRfyzdVMDU++jfy/cTruzO0ivn/uwh26Wz21UrNUU6iyymj4n3Z0ccbR89NjLQQAr5cHgEMZO3tNGBOOmZ5JXwPybdvP8tI2sWGm3fKZG+jxf56r0ZSizu9bYFi11KSBnJQ9TWbK1l+6PU+8FfH9+nkrXBK+PLTLweJIdsdzA26I6Q3OQXPTQ4HnY9X9R5PLg3++lz77oI75KNy18mZ6h+r5BE/lJO7xvAz/3yq8BAD7x/mcACMqkzWHH3HcBep2GRpVbaKQHAwCG7mcwl/0Momv0vfESgR3aN7/zu/1IoD/6oz8ePq6ISCAyOanHX3MHYisWIuWt/GmxgbZcIHmJVrfCfu7UK2ujAR+/j5oO9OggynuJ1lmf3IqQp+c92LwSx5a45yAdRn2CIFspl/VSQZ7VydPr9z6Jtp7Cu2aQuMC5HnPxnaZnxE3DzJX3N4rwryKMwQiT0mnhx37mPhx/E4l4CHU1WghorHIeQolOXFZGxirMIp7lOcdw6XspKW0qs7tGWagzd4YTZRUQk2Q+Cs9rIh6lrWYyS7vV+ntnEC3RnApOECnRa878soO9byVoX7lsc16ro3cVEV/EMFZKo3SegmQH1QHZ3To57qVYUUb8tPtzdPzMu0TM1TFeBHXGfaCA9EX2l+TuytiGa/wRU8covGrszPN5KdNFmDzB4rMDCWibI8QO+w6cmIeVJ4ypdDN1wJt7MQUMPihkJH7m/uUU3P10k2ozFFXc+vp/BQA8UJ5A8T3T9DqOCGpTgSR8aRdFWa0fryHyb3St8uxLSXn4B1XTeepxuVb52lSDfK6cdbIhEymIwKxUJJx2UG06/O7funJLhJGZCT3yu69G+kTINNlI7VseIqcVhHcCrkSLnikVxdYD9dtOjsO185QiCIsrVOth7RAtIEm2uYqtdQ1wWJ6j2S9cqxFmteHkRfpbapGOv/4bTdjfpAfF2FfZgcJuJxWoGT30hmxWhE3+HIWnc2leNLTC/R+hhSF7jht4+MvUTSqjTZc/TquTH7bQZHfhmrAmezBplBH44EXsD17wGQzYtHj9U+UqAMADr7/WPFAu6+2XdgdqcJJuCLAZLfm47jdJ6aTYpXk8fOceJC/xHLEyc4jLZn7Exur1NKeyYIXLwOBROjlp8S4cSOJlryNnjL/6KLW9ZrkpKnWqAjcrOoV03OpcynyxpDkncWIduiEEErZiY6XgdsY2NfXMBT7GtIPMPPP4GUTNHq8Z/cXGFIOu3JZenXQweISO3xgXN2MrEDJpSpmZuQlTFt766x8CAHxw6cl0Hl4IJy9SOrJnirqsCh+aNrwTATmD5jJlQN9uWkqyytyP1CUWISl45jxFu1DKu27UMuXF73zlP76VuD/6oz/+DxhXRCSQiY7om6dfit5IBs0R2onqYxwaiw2ZoxEtiOAE/U5bQekpe5ZJRil7UwcgA1anuNPM04DPbcZRloXaqARgEQNm3VwY0VVa9aULLlwk4CX0ZxtY/Cy3+JIZEAYPe4gWxaiTd5LRsCHRSJgnZadIxTcAqLTM+hELI79DdDaHY/rFBpF2qp8dM5bthoCkADeyVWxj1y+ewnyFQuDhBO36603a0crf24bEopBz6BDpBRetAYoApBMQAHrsDSCyZZI+5I/XTa9BJ8edjnesmPPtvo2ccZwGs9tKLSiebyFs6bCD0h4KCySC+cDL/gq/8mHSkvSY3SbRk+UF5eIBwgzRHFYY4G7TLqcAkbKLUJV+J1FNL8WhdEQZYpD0n7jxkHFpkhJkZYdlWJpCbsod5ymwYEqExX1xc1xpW05dYPmvy9yf0fGN1qEwWG967hHc82nqbBX15U5OGSan3B/Z/b3IJt1GUeE+76LFaWOCQdHSzpBRcJZS9fBdDGiPJU2ZuB8J9Ed/9McjjivCdwCeD5Rr0ONZAwiKKefIXSyJtVGDn6VdrbKTdhLLDbwLZRfwQ8qUX6CYQJSgcGLggQrUMsku2Wwp3bhuEoWraClusVV2fNGCPUu7sORp9VvoM/dZKwZDGDzCHob7bUSKlPu2qcUbTjPYTequdBbySt9VyJzlTrEHWUDkxj048xEqiwlpKM9eedtetoAeb4e3DVMpqu2HsD1CHWz/c4NcdZbeNof8v1LnZGsP0ZcTQl2d0Mie2kpecVoeWszRtzzuUnQDApOQi0QmrbwrYZyHjIPSx8cNlfjl7/gSAOAIN+bf/aFrkF6g3UqkvxojNmozdNxfu/1OAMAr/uKVmLyHtjpnnUU0WH6tsj+LCpdAhQOfWPYR5sgrfpbep3ouNEd39Sn2S+A8OVz1DWi4fpDuY3PKRfqkRGo034NHXKPzMMQmq6EyeyleWkdvliJGER8t7Q5hG4liG2HUFvfx2z3LlJ6nvkyR6Lf37cTk6a1En8wF30Q6JopkwpS2gYHjjNnw96I5ZBtfCjHXdRraPJPy/anNEQrdGrCQWAtKn480roh0IDE4qfc+9zVojCq0h5hTfWbrYhBfaqFwFdtQMXsvVPdN6Ll2HQs4TPmAv7VZxOPW4vSCh9JODks5BurmNBKXtgIzjXFl0GwxvJDWZgBIPpV0DfUnKB/wbWX48sJlSJ9vobiPzskg2VkRN9kkL8016ljRNy3QYsbaHhJ0HsgwWBi/SGBnY3sGDpttLP4am23+mcb6IUKapVYv6HZy2TMy65GSaPt1UNue4HNSZl5E405acqXBJbnoGX6APHR+SJlFI1oOGpkA4NIve9j2eeYa8LW1cxZuecl9AIA7v3sNvX59U3MYkwmbI9KzDMRZqVhSqORSzwBhDhuetkfjpjdDFlvfDtq65frEjbqyw0a4LIsy/WngcNUw7bosZiPHcmOOATJF8dluuwgtEC9fxwksFInwyqFRI5DSYLGSUF3hwE+dABDwCZzmpgrYQ56J6lzAfhS15l4qUC8S1D9/omWEQ1qzAzx/tEBUZyx0M/S6C6975OpAPx3oj/54nI8rIh3wHQJIEksaKVKmMmWNcJlWX/vcMvI21W4LV9EOu/oEC9EC69rdTcDd8H0a5TlalUV+S3Zz37ENSBJbCTrYRAteVsxIURlDTBGQ0Ax+RYse1m6gzx+sBWUY04HIq3N1NmaUc0V9t0UyhEhe0hhgbwRnjULFzswgLJdrwR6Lc7B5ZTetjJHFyo/RycbXfDRGKfxNxSmEXnrKoOEJNEf4/GmjQmvANpzzMIe41R3JoIuRt4PMua7ZUSVykeE7gfCKzUCV5Wlk2OsgcolSLVWjP869NYdz/42uYSRP25ejFY79IYFjOzZo29dhC4p5Fo1JSVXovCo7g7RE7l0346DGdmvhGot55FXQgbgs6Qz9f/54Az3u7otepB0z84A26WVrhD5z49q0AeJEvkzuq1ZAqBGY3gD0rBWeOsV/594Lqr7CzXiIsk1djAJHDN9dwz3X0utHWGasNumgztciTEqJmsb+pWd4EBJ5tTwL4VrQLwEAa4fiiBbp4qUbVKIQN64RLj9E2eUhox8J9Ed/PM7HFREJWC4QLRDIJ/3nksOtXU/lmMzMDiNQIS472XOBH4CIkUhpEQiswOMMjGgHRvKpF6fXJ1aA4l46hmAHsTVtrJ2lfCS5WXSliW6XwTTOhXt5hdQx2v2a43S+qfUumqzMm7pAfyswKNXJKlx4Hv3baTBbrAhTBpTc3fD/N3yEOPdtDtHrS7tskz9Pp2iXLV3ImWuX8xWgKFr0DDhWmaFjVHcQGxEIiEzlubCR7JKdSQRK7ZaPJAvIi8W48gN8pTPFZp4VmoPWSBxT3HGZfDMBoZc/NguLHYuKLNjayWuEWHpt4AS9PnuaiUfNqPEdSC4GVmKWu1VubeDBNuwiOz1tYyFQZgLWZhNGNgy7SJAjs9Azdl/lHcy2y/uIbAgWJT0DzDBdqEF1GBM4Q+xRZ3QE4SVWHXGYrXiZ7mtjJIzCAd7ZxT7tbWtIf3SW70GgBTB8X9AZChAJCQAK+0NGDk+6GZ22Rm2a3tuapvclz4QMriHfm26G/z+iobuPHglcEYuAm9RYe7ILu2IjfY4fPL7hSQ6p3JiFwj463VCdAbZwIJ6w2WpJvkRJptomj1E81t4+iNKurc6/mdMBiDb6XQrRmxNxJM/RF2v9BmKdCW13/Qlp7B+nh+DcPlInsnqBrLl8geqjNlx+Prpp/vLnpGlII8HpiJic+LZCY5RVgTgkLVzLoWDPgd3mBYXY0QhXAiBz8RPEW9j9Wydx39cJcOpMMHp+jhHzCQv541y/Z/GP8X92TWVEGIb1scBLUFKKBi+s6XlldPkG/43mtDWbR7hEB1y7gb58cq5uTCF7jsN8l6nZ6UBAJMx6LbF1ZdSfQ9WtSHYno8xiJ81O4YprHnbhWXgxBypNYX1tmlKExDJvKHYgNCKVl+pOG4lL9PfsWQbmPI0ag3htToWECerHQ3CH6YZ2D9xI1563TDObMFAFVLV7GrE1rhTwfYo6PbO4xI7QRVnlBhq7qaRU4Rq/fIHjKxrZ88xPWRJxGxuDETZqYYCyOWaZhViqCEOsXOXbCl7Ex6ONfjrQH/3xOB9XRCQQvdTGnjuOo3vjHnRYW7A6TTuHhOXtnBVwpbnBJXaptklUhOvWQ4ElU6vDoe4hqu+mTlaQiEuTDn1OeY9G6gK9bv0Q7djKB6oc2soKLyGpG1NIhmjblN6BUEOblTh9lNtHiy3DkqvM0Q4iIV03pYxIiTQeIWwFZUbuh8icYkGJyx7il2h7Vh2KHHTYQWk/bRnxVfrdA8vjmH0nuXCqBH2mN0LXUZ9JorhXdlKOOzUwdJjOt8LtsZGiMjz/3ClpWuL5vlhDdR/N9+XnjvDrtUmLhu7lc/S4j2IwZkq43XcSm9D+1SLiXydwsznO6VTORZdtyHKsr2d5fK5VbZq+oY+pFQAAIABJREFUZHgRy3xmuEA7amc4bhq1WiNS7uRnqOEHqYTNrsGLHsIV7j/gZ2LjQMiw95KLwsvntt7xuFF8ltbc9EXXtOyCa/ziSuyHlSlpSg+JowL/CGGuIhxCfJ49BWKZLefjJpSxPmtvl2Yoy9zHKIOX2gaG7ibAU/QMhVXYGFXGE+GHjX4k0B/98TgfVwRZKDo2qWd+5bVIz/tmx5XcujEuBBSFzHkuG3Ie2BoKmVKidNlZXY31g5wzsQe8y8Sf5EVlSngDR6is5kUdWF0+BrdrhlZq0CH6d2eMdd/3066iPCDJIpHdl3Bb6pcHzXJqG0KLa8p6EiWE6ux61PSMdXh1ho7byaogmrjIfHuGOXwHBtgScNRpBwq98rf0govWq6lM532WiEymdXrdRWyedovqfkLmyjttNMc5l+WoKX1WYfguNoHlqENcoAp7o0a92A8LU1MF8lZ8vqLQq50AcIyUeA5uX4f9cfp82RW9SCC7JXiOmIVGizqwGuNH1Wn5JmeXFmFtKUNuSp2h/FnbIrGmjUhoL82msB3fkH/s01yXDoXhbacIx/Q6COPSDsrAcu8ihTYKB7gPYgZb5jF/yjNCtzLOvTmG1NcZV+Dn2+4GpJ8ok4ZiK9zfkHBQH6dnuZ3n59sNrN9ja5z/H24hfJ5qwZ254S2fabdc2BWKVu48/n//aGQhpdSHlFJrSqmjm36XV0r9k1LqDP/M8e+VUuovlVJnlVJHlFLX/XvH74/+6I//teP/CybwYQB/BeCjm373RgDf0Fq/VSn1Rv7/NwC4HcBO/u9GAO/hn486lGapKQ0Mf4tqUNVrKYeMFoPOQSFRaEuMQy1UZ3hVLkt+Doz8oMPvYdILy0xHSq7hbF++lZDsxnYX4XXRJKDjZ+MO/t/2vjRKrqs69zv33prn6nlSd6s1tCTLsjzbEMxowEBICJNjv+BgyIKQATsxNgEeJI+ZQEyWScBgEjCYMYwGY4wxOCSebdmWNQ8tdUutnqq75vme92PvfW63LQ+YqN3vqfZaWlWqqr517rm3ztnDt78vOEOrZ/Bh2iUGdrNKkd8H+OkYY5wF791RQXY1vS/db4cvshDfQ8c1+ncsVV0ajBjq68UmBCCS+U48SlwDqlg2VOzl04moYnaLH4VR3sl4jlTDwVCMyUFmKIaUjkCrrnH0wk6eI4ab7mpg4Gc0phrTXucG/Zg+h+ZGvCupnqR3V9E4zJTdHOvXI44BdAnddqGXHpXrQWClc9H9XjvmX0NzO3yd5nMJG2CXn3H8UjYL752Fm6CSY4lJXEodttk1xVvSNkzlotIb4+9n0FDNRXaYro8AihohBafEOYPRjQDIwxDPqdS+VAren9OmXCzgnsJqhfgeer/7LhpvaJJrelojtzG95Bhn9O/GzM5BHodUuCwzz9E9DP1dRXF9NWGbDkQR41UuMHhL2fwtAPhmitAx7nY9Ql7QwunkCRa7grAkycMdkY+3p10EtNZ3KqWGHvfyawG8kJ9/BcCvQIvAawF8VVOMcbdSKqmU6tFaTz7Vdzgljc4H66hHLUy9jFCB0lQhE1Tq1gjNCBMMvacaVF4EgEoXE1vstxDM0B8LX74wB5c6LfODFKGRjm0ugkfI/c2cTkm0mdN8KHdLHZpuKKmn+/Pa3IBvWvufAICbXnYBamnye6MHuZXzbmUUaKVlduLldHET+5toe4RdbtG6L1cNrl3kuYrruKCugMgBLhExMq3zgSqg6caWhGklBUzkuaTJPwDpQ6hF/Cj1cAJvGyfkwhbKvZEl8+w6njJwhllqo0eZzWh1wKhFSz+BthXSOziJNkY+f/Ah1myIRVAcpZtR0Id2TcOXoju62kbnV2lXiDD+IMwipYE5Ko3V+lNmUZRwKlFowi5zuXOavssdP4rG+QTXE9YeQU+GZ5pIHFwqYRfYP41mO12PhY10jYs9tnHNJRwV9qNqSiHMyD+p3fffpuAw+7OEFlPn8Q84qRCck9CNPt8TzOKuS2U1pIfgMcfIttUitGhIuTt+qAqbMSmhYzwfKb9ZQPLMiGX1+U3fgRce0f/bt1cR3EU/v0dwfHu2icGuRT/sYwC6+HkfgPFFn5vg155gSqk/U0rdr5S6v14rPsthtKxlLftd7XcuEWqttVKL5Tef8d9dD+B6AAit6dXTby9h1QebiAvpR4hrNdzyq6p1KEaAZVkf3nUUbEZDpXfRSq+VMi2WAs4RFzCQ0Ujt4a6zNg/1d+RCWoEFL+7PwfQw+Mqu+RxAXYI2k5V87TESX177lWksbKUdb566gTF9rkZUiCaYoiyU4fEP+eD6uNuPwShOsWnKo0KAEd1OFFS1gTZU+ujzhV6W/yprE3rMnSI7pULxQRrHjZ/7ZwDAJd/6KwBESyWosskLWArrkG0IQ4RKrJZUWBjl0iQjLn2MR4//YhfqW1bzODzMvozbrtIYrRhNeLUjjNlTaZ5lZwrOasSuo/meuIQG1HGzZRK2c5s4mdeU7kaYhFxukA+igECGvj8+ztnfDR0GENTGNGDOAj2qQtkg+pppco0bPSlUO2icIn3mL9rGewxNe/cCQAQfOcKGwXVYV2G1gi/P91HNC4EAoB7X8Gf5/vPRsX51dA3Ch7i8NyflPW3AWZIcle7R/GAQ1TZWVWpyT0VRwa4wqvEoo1pLGtFDdK7ZtdwP0Sm9JjZUg9iu8S4c156tJzCllOoBAH6c5tePABhY9Ll+fq1lLWvZCrVn6wn8CMBbAHycH3+46PW/UEp9E5QQzD5dPgAA3IaF0nwIbrRmGGCdHYSPrZ8yBACwbIWZ51HMLitmccA13OvZIVrVQ3NNRA5LeEGrYiUpyTEvIRN/hEoqs8/rMtRMU2cyYGYeKHIPQ0A6+SRGTGvExmjaNvWRuzDxgtVml0ju4tzEIQvalkQS5xOKHi9/iYUvhSUW2jElzQJTVtl50joMTVomrpTdTrkKfb+i8/QxUUplpMNAa6990YUAgBS1ryOQayJymLYcq0Q7cGFdyuxckf2UlEr/ZAal8whTbdiMpU/gzDUm5oyNUXIqfccxNIYoGsyOUHIqP0iPjbCGuBoWE6vUkgpVhn33f42OP3FJFalfMIhnbGnyLTzlGjHTzm10nZxi0yTFhKyk6fNIOaUT0WUG4MS+ogHnNMMURxf7AiZpKSXOxIEywuOco6nTDjxzFt1z/qxGdIw+33Ufg6LKdagjlChQQU4cMwtzc7jbULEdvYKOOXiNQm5U6Me8LlaHSUolFxDIexD4fJ8Hkacv8MRG57Yyr8aChUaILlZqB+Vb2n5N94SOhdFI0+/gEI5vT7sIKKW+AUoCtiulJgB8EPTj/7ZS6nI+9hv54z8FcBGAfQBKAP706Y4PAKquEDjqwztv/CY+9n/+F702TH61tEbObg6hmhIyEfq76GELwTl+TQREOm1Mn07Z7UZkaUtp6JiCU+X671oKKaJH68j3049f2GTyfY5hdM0N83cxo27XbRX4ZujHlz9IQHPrylnEv0f47yrXcwurXLgh/oUJdFvxdGsgemRp0hDwaLk7/mupIjO0Ns/lsZpUOPBHdJNrK2TeC84yP2CWzq/9LnLS3JinYlwepOSh6yjDI1jbwsKXgwmTJIxM0A/dN06ZKx3wYf4s+sHPnsZ1/fYBWHkab/oRabFl/r+4bRK8VfpKtG2vILORxjLzKprktluDmH4ePd88Siml2X8dAkBI0LYdXBlhPsTqiM/gRyQhBngipundLA7DAp/VtqAJSxoyDRaQ3C109rywNl2DD1A7KRZiGklkTksZ1qhZbgRL7yzDClLKK7+aXhMRlcC8NmjT8iRXjsIlQzpTHfCue4yzaIEFIXuhcWVHgmjQemoWKu0AbUx9LpyVdtXr8yh1xvlz/BsIaxMO4zc4rj2T6sDFT/LWS47zWY0njTxa1rKWrURbEb0D/pyLVbeWcd0v34jaFYx4+zXtTOKu9t9ehO8g12jY9cpv6TLiIwtryF+KHmnCXxAxyaUMvUpr81zaNZXrtQvPr5GuLBdR7jDru5NW5/B20glo9qQxcy7tsgVezTcnMljYQUt2Pc4Y+N0K8+vpefgY03SxV9H5UN3Ut9vuZ3SbY6G0SlZxek+6Julc6FFYlf3ZOmbq9J3FAS5rJZskGgpg/gHaw7q/SB2Ppb+LodxF8yZCrdm1QGrX0pyudpTBV0ydxa2+L4/wd3pja3+YXVjbZ7y14AzFLKUe+p7Eo3MosRy68D3Orw8aUoxYlDyNWjyEwBQdePxhSjxeePV/AwDuu+oMk8Rt/w1FlvWeJHJztL0VezksiHhUYDNbuETYZGqzsHcfyTzGJlzT4m3N04uV1W2YX0f3Ue7NRHwSnJIQDhi4nXkhuSyIHftg95BnZK0SmCQ9NP3KhCqnbiav4uDzRjwW450epZggHYtMCVZp8/pgTNKQQ0VfETh2Pj0X7yB0TBl6Nkk4ZtfS/10f0OzkN5/EWr0DLWvZSW4rwhOohy1MnRkGLCDyDVqJQ2+bAAA0PktY7lrKj3qMYnD/PKvw2Mp04QnIxL9Qw8Ia2iGtBq9xvAu07azAydHfZtczscagZXIGAgKJ77MM5djk+TRFyTYqejT9CqE57jXg+HG6FIPLu6wgzYBFxA4+bzcBSGhSEo05BgY1Q15Pfb6feeWPSGmxifBBBuAwcrDeFTdMvoEFRrD1O6b3XuJAEUGduSBsSorCYR85os0uJGQsjZCNyDH2frjm41SkZOWJYMrOGso2UGSWZm3xDsy7YW5T2pyLSGtFjmqE30peVeIaJv8ozRqg1PT5FHjf9oXzAADx90wiX+Tr2aRdd36tbXIBNidMY4dd1BkUJr0LMgdO2UvwijV9QIETmIVzYzwvGjWWiosd4L4P9tjsmjbJyHqUTsYXHIX03sQfoHMKztD4Z08N4eiLaZKu7iVQ2dXxEThFTjAzNVhifx0OA5+0zSKlRnNBmbmsJmX8Com9NA5RUwqN59FI0ZhECi44L5RlVeP9PllisOUJtKxlJ7mtCE8AFnX8ubYHTNmcopX1jhHa/QtDLpy8dE0J1r+GSgez2Ajf+lAQkUmJsXjl5jh58rwg4mPctcdw2vbtDaPaItTgTrmJwATF6vVu2iWavJtnR/ymM05YZYJOHWNbReuA4/PhCjRTn1f4MbKLdkqnSBTgAKsiAQhk6kbM1KpR34RQg5XabZTTzAvA5cZaykV8v1Bh0fl2PlQzvACivffHA/cCAD4dea0RKZUdstyhDK+C9F7Ex2qoM+1WYg+VmwTa3HGvz3Raih5fJenh2/PcxyHxq2oS4SYAWBXJy1jgBkHT/19pUygP0Nzb3NcggJjS3T2wGBC26T0PAQAe/cwW1Pj8TPdmXSPBPfWyKxYG2DvrsLCwjj6X3EOPvrJGaJJZe/ISiztI7hP0FDM/HaN4upbwGWLXwAJ3gy6UUG/jvMlqysHMbhYAkgvF9+nVbX8EABj64bwpPdY6uZowHEAjTN8vPR3SNRmb0CavFTpM1yK3MWkEUaWkqKoNZIeDfM70WnmQxh06GEF0gs/pP3FcWxGtxIHhft39wb8EANjMHpzmnsX+y/cBACZuWGNuNnHtGmHlcemxu1mLa4SmltZ/gxnG1qctU3KRuqu2gARTYCX2sADG1ALAbrfcDLpUNuMtn0d3lLhqmfV+9P8RJX/Gf0jZv9h4E7F9dOEaCUbXtTHVV49tQoXgLC8CWY3U3YyrYlION0k/Eh10UEvTRRaRUqvh9VdIzT67NmwIRiptomJLn7nsgz/CtV/7A/r8YY+MQsREsqs5iTntmp6BeoxRc8xWmzjgIvkgxQjCJ5hb5TcNMlL7jnOt3RCmACj2csJt0MKnL78BAPDnt1xG5z5jw88NMkJ4IryQ/mwdlXa+WHytZy8uYfhDdJPPnklx2/wmoBnkvoNZaXKiz/vyHmekuMbVpPJalHmYgaxruBOFhETEWWpRZSjptKPNeHw5ds2ZoizIC0RwuoI9l9HNNvAz7iEoNY30Wds9hFNxowHY80U+Lo27sIF7KpK2wWUI2rMRUCj18ObD905ksmEIUlwOBwRP4uSrUGN0X906f0NLd6BlLWvZE21FhAO+BYX+H9sodXic6kLJlH8fhQNzf1bB+o9TiUakxmsJx+xaBlijNCLMOx8/SDtkPcZIwKxlKKJk9S93KMxvYBeqnRNEhSiS+8mN8E9wb2uUXYhswRBNLHBbcn7YRTpAq3n1QQbY7DoCCMHoIJOQ8o4ZWHDh4wSRhBZWQ0NHyJ1ReT7Pfu5u63aQZ3baxF4e+KJyZ241/Z1d08ZTyGzmJFmK3Oz9lU4EhNhz1pPRanCPhpBilDtsBCkqMV1zkiyrxRQmX0aJWpG2qrQrA+YRvQJR/nHDNnx5+q70XVTeO/bSDnz0b94CABhoyk5chz+7CPUDwJliEVlXA5rKjDUWQY3/OIrJj1IpeVMHQSIPfHbUzIfFqL0iqyXV4t7uKYAwwDZek5QFGyELoTlvlweA6CG6ns2wg9CceFdchhtyEBP6OQZYhfcQsKqwqR3RPkrmVt/JKESngbjNnsLbKBQZ//c1yI3QBNd6mZpuQshQPPCXeLNtD8wh0iuM0wF+9CF2hJG2nOhtcBm4MRhAcyu7nV/Gca3lCbSsZSe5rQhPoBEGZrZasMvKQFY9fTZOwoxFgDqtrIFp2nVzgyl0bONdbR0nuOYsQ1CRH1wK4LCrHnFHcIopn6sNVLpFd44+N7fRjzmGtvoHqCwVzPA4ymmz47Q/zMQjmQAemDkFAHD2J0g/e9vXNpsYudxOnxdOfauqDb24JHIaIQuzWygWjB+gR9Ed8OddWDXaHcrccxA96pr3ZQcu9NpwyIlAz2+YwpsTS9+2zkIXz2lwlnahSNw23X2lisBdgegx+pv4g7R7V0aYoKLHZ9R3YHmajtOncdycFCozei88qQ35iBsTL8dBmJNcBYbaNkIWit00H7EJ2jUzLyKPQzWBAkOrJf9Tj7kI3k25gIcb9Hj5//4pvvCdiwB4ZcPO+9mbm6+YfgmBBbvrEpjdQh5Apc1LRtZY5n1hJMBzL8AjbZK5Qm2W3l03HqgkMhdOJ+KWVX+1B4GrSW0IkEypwuypNA/H+NZ8/V//Cv9xkARlmyX63OpvkZdTHozBv8BeBOeJVK6I5gh5RiGGzJe6LIRmmNiFe2NCU/T/atq3hI7/eLYiEoORtgG96VXvRrHHE08UZFqQedT8WY3gG8g/DX6cJkEERwAgP8AX1+fJUUWYMVaSX42IbS5aheWd/EUXldRSh8h1vMy/fF7Ch+CMNmISIppZ66shtp0z/xeQO5jfmcbQT+lutAssWsGut38ig+wZVAEQLLld81iSK1xDFiFLu6w80gh+rKa9XgP5u9ROT6VZZKjEzdcW8Fev/ikA4KYPvxIAkHxsAWVuUXYqXK2ou8bdzQ+G8HiTeRCknmsDVf4R1dtpIKos5C8WnJIwC9Fn3v+H38EnvkqtJvJjraa1SdSK+Kick5wr4LEfB2frCHCYVu+k8Zd6g3jzB28BALw4QsrNb7jhbwAQK0/nQ7Rg5wbp5ghkm2Yxj99L4P3m9CzsTqrzC0tzpZvCQF+2Ds3Mv37uHZnfkjKh1exmOoGNr6Pv3vfl9UgcpOtu8Q8YTQ3fPEuvHaTvVEP9qPZwCzYnUvddQvdJtKuA9ih9V+Yn1KPglLTHwiStykESr1k8b1J18pU83MGDN7QESVvWspYdx1aEJxDsG9ADf34FrIYnCd5kLXr/vLTaAt2/R6WOwjeoxTYy1TCumZRmoIHgJPnEZeakE0z7/GjEuL8SIqR2lVBPME1TnXnrbIXgA4S5r5xBy65RsFnlR/pRCksEdTj1ihrW9lHpbL5Cu2f9px146eV3AQBu+Rah32Tns6vayHjLil2PeMQaZl5Y4juzIYByp3TNMR/dhEZyLx1QEpXCowd4O0JiP/Pyp/0Y/QCFKvd8bSsfSxvUYX6Atot6VJlkpXTBxZgbMT8SQyBTN3MEEBpScBbZjRwy5b3WbZuFRV/7Rmphu+NT5yN2iMZdZGKScrtlXFbpCpX/51cp4401WVi2bbs22hMWS5TnhvzID9Ln/Iwn+dDbqFf5AzdeakIJIY5pBpUns8blQLvSxPx6un5GSagmn6kis54xANPevTb+Gi5Lxin06P6K160ZPsjJzRzLow20o7CKji9hnS+vET/EYcs0NwowhdzC5hSyw/S5f7r8iwCA/8icie2for4G8cry/Z6HK3yQQoFX7LLx4SsoI/j7I9tbnkDLWtayJ9qK8AQS4V597prLUeuMoMhMtUK2ITugXQOiDH6eO4d2rw3vG4Pi0l1lNcVymQ0B+LjMaNRkjnJyyq8QGeNdbQ3Hku2WoSET4o5KmzaJHqGZSu+mN/MDAcON33kJDWjh86tMSXN+w6Idm6d29VkU/81/lfoPkntKqHTSLmi6INf6TQJR8P+CfAQ8BKCgygILTcOI7AaemN+1KgzYydFnSmvacP5H7wEAfPdnzwNAfQAeOo3mqNDjmFg2y5oIkjAtdSkTu4u3UOluInSEtiFJfEZ3UF5E5QqAjy7CjveR97b2xhrKfO5G1FRrg+40IC7Z2bJeeSw8TccvdTpmbqXjDvAo4OS99ofJI9z7p36oAA24/ZesPxD1FIKEhLSWcIxnKXG0aAeW07bZeYffsRsAcO++IXT9jFGETAlXZfWo2KEy6nF6T6TgtVKw80xv18dJ0bBtKNWq7dz/krHMHKd3czIywaXCBRcv/AB1WL4gSvmHASeLV/34CgCAXeLPzdH9cvGlt+Pr36Cu/10fvfK4nsCKWATCXQN6zcVXQiugzjVpexGjMAC0b/faIcf+mJMeoTp60+RyPa+D3Pebb/g9k5VfLGEGUL1beNmkDhzKNFFlmGxojr6sEbJMjVkaX1IvpUx5phhGwEc/MPu7zHXo836cklAMzbnmphTWnl3vYvxytI70b+hmlPZi16+RYPrq2BGGL5fEvfbOXVSPaY44G3+Y5mDmnDZDrlJmwomObR6J67H30HHSX6QbcOZUHzof5CxySiTKmoaWXc5J3OXAsSI0JzcF/grXRSPBIdAiYQ96ogxuIfV2YmFqXt0GZ4YZgrliUO6LmYpFhXn/RLglt8o2MGRhVY4erpgkndTKF0Y1bBb+iI3R52UxTe4qoNJJ3+W/gq7j4bv6vdBqXM6zjkCGbrxqmo87Qj/kL111Ldb46JxPu4V4G4MTPoOpEJOFJbjgmlCv3MZIwH5lILxShXBK2kC2/VzJEQ7LWsIxTVHCRWlXXMPEnF3L+JOowp9ecTMA4CuffDUAYPXbaaE68MX1KPbSMXZ95PiLQCscaFnLTnJbEZ5ALNGvzzjvL+HPePVclRU2BUZk9bSjyqv50N/TKrf72k2Gf06IO87/23vx472nLDl+71eY/83xXPTwONWq6+kQKmmR52ZXe66Kfe/kOniJdrKhH/AKHrOM7Jc07lg1bWi6BDlWTSnjCUiSK72Daa+qLhauph26dhuFMU5FP2HnlVJdJe1HbpAFJplWK3pYmc9L62+5zUH8MDfFTNJuW+sltFh2dQAXX3krAODGf3kFjSvg1cil3yJyrInYGDPXspCqJMeaAQU/i6baXM5yCnU4c4x9Z+m2RpJ2c7vSgGrQ5/a/kcax6uce/7/wIYYPF1FPMS4jwyU0To6V+yJm/qScmtqRx8zpFM5Fj7K7nLKR2E/jLvUy4UiXtNW6JoTzc/iT+vND2M9tv439tKM2QxrJYarRn9VNnsuGCHkON33qlQYjER/zEIkmsdpH55I4xFLzjloks8ZovpJrks8ipOoGHdRZtEVazitpD9WaHVnahh4/1DClzeAsYwMijkl4979/LwBg2w9JUMVX9EKb7f/U8gRa1rKWHcdWBGLQqjYRHJuHGwli+jyKs31lQojIrusUNaJvolV58i+oFpSaOYIUAzF0nHatXa/rw+AqWknnTqEd4fkfo/LUI9k+HMzQcXO3U3xei3nloAve8AAAoM1fwNS/XQAASIwtXelD8y5i4/QHgXkvVq+kOebk2K3cYZtknqgk5YoUX2obqNVpR0xMcNxfcT3ZtCTtDMIOHCnUEJngGHiUdi2r4RpSS6HfggJKXTSOtscc/jzTne2pY1+Z0GxtO8lbUA0N/wECYDX6aN5V3TVdj6ltlOBbYJ2HYKaJDFOmGeKQtTaCUzT36Z1cUmRBUOwfx67rRgEA6z9Hnlep38tpyPk2437U46IWRecnu78/2zCdfAus6TB7WhRulDUcsrwD74Px8hL3030SS3Cbb1eEkomAibELn+zH0ASNac9lXjdh91V0DttPpTLcw35C88EBuu8iT0PyEa6j0ODchbShiwdTSdomFo8dlngeqEdZ2arBOYfVQST30fXIbBCPlb6y0qaR3M2e39Ga+U6hIcsxm3I9DJx6ESUJD3+SOlxDrJyUWwPUE16C+XjW8gRa1rKT3FaEJ+AGbZTWpKGaGokx7qRiaCY2EUR4brPCm3oJ7PL9NS8DAPi6wyZOlKy8r6hNd1iQwSD3vYPAMQvrIuhjoM++q2hVd+cD0CFa/ff89agZk3+U/taUfDhjH7r/AFSQe/s3EvTXqrsG6BMZZ/LKRhiBDMf2nEkXOqvgXAP5H1KMHHgnAaAqX+jxiC+L5CVkTqcdOL/K0x0QLoXAbBPJfTxWzirPbfShwZj0w6+UMhPjy7sd/EPb3QCAvxmi+dAW4OsnfLvkVly/V1r1Z+k8pTRWiykji93BRKOp3U2E95I3UVrHKkynMqz73BTefsYvAQA3r3mR+R4fA1qkNNsIBE0FoMTS56aLb8IyVZ5VP+es+HAQ1RQNssklxUoamDqb1Xd6WJxznnficdd0NgrIKDfooBancV76EmLbuOWfXoD8JprzxPalsuLlwSTmRxlIxNDt5N6SKQOWOuinJFl/X0EjyTw3bFo/AAAXLElEQVQVJZGVL2s02cMpraW59ZU0cqyZ0fYYX/dRmozIBJBbzdBgP5PhpJWhwbPL0quhUWsyketaGoeUybvvbsJhEpInoxdbEYlBIRUJHfAboVAjz8Vlsvp7MtCfJ3dWkjx2TSMwz+q4canvKlNTFTfflJgON4yQhiS7XvXhO/Cln7wUgLnvEN9Lbj/gNa1Iwi86XoFVY2YXrs+7Pgt2lRlj4iJHpQ0Xon2Q5MTQQSHI7FltRp9A2GGnL6hj8Ht8wTmRlB3mBehwE1U5J+HWq2mEp+k/gUN0w7rJCOpxLj0OsuJu2WPIOfB6Gtvo5+jzta6Y+a5q0lkyL4AXigl+ITinjdsrZCuNiI1iF7vEhxbV8QHEx6oIfohc88ZVTNrfcE2CV/QetAOEWAS1Gudy7qISmgiSSlKv0KcMfkOQcZHxEuxDU1hiDRpPZeuwceGlUSk+VsUpnyaJzrs+exade1Uj+QhjHOZpsyiezotkl4N5yrV55WsXiLJmgGBRwmOcwZuaBTppQcmeQiHowohlEngSImqb2IIBoOs+Tory+c6eEkSJE8GhSWHCqhoxVsGa1EMWim+iEKz/KsYhDNK95vosk2C+82fXtBKDLWtZy55oKyIcCE65GP1MAfnRBDKj3IbKq2P3pbTUOu9px/zGpWvW3BaFEKu7SLkuvjsP3uyRH6EyUphRX9WUJ8BZ4vKRTzURzHDnGu+y6V0lI1dmc3fd7GbavcLTNrRPuPQYBNLrGA476eyy6kByP5cZV1H/gXgVxV5ldgLZ8fr6MvBnaLyiXdA4j/y+o2vDsAtLQU5dm6YxW6Fz70vQ6m+higRrcb2unRJFt89SiLMlcQTzn6Nk56E/ILc9MqlNWdReVM4U9J6QiUgfh5tTyPdzgo3Zkp2iNuhBMTnP+XUBfKz/FwCAd158OQ2/qeDLLwXp+Bc0QtMUOkUPcLJ1B8U67pkbMHMaazpwqJPe3TQ9DKVu8nimzo2h+UKaP1EZEto4p6IRmqI5CjGSbmFNAI8tcDjHpbzQbB3FNbSDFrvJc5EybLFXIUK0l6ikucy4y+v89BXoydEX0+4fmUqhwJ2WoglQ7m0iNEn3RIDH0flQFY2QlAQZcBbmtuojTYS5izY3zGFEl8+QvUS3M0VZKorRbmLn3nk2ybOLJFt814IBLT2ZPa0noJT6slJqWim1fdFrn1JK7VJKPaKU+r5SKrnovfcqpfYppXYrpV7+dMdvWcta9tza0+YElFIvAFAA8FWt9Sn82oUAfqm1biilPgEAWuurlVIbAXwDwNkAegH8AsA6rXXz+Ecni8f79Zlnvgtzm4JGQeecV1MS8MBHNgAgAI+IlYr0eCVlGzx5eMxT8imsoaSb5AbCswzHLDdNbChQzsRbJ1D8F+rVFqiwXdaG6VeSZOUuXqW76ojupt0ncYAVjhRMzC5xqz/bNLu2MAALCYTV0AjOMVkEg2n2vdWBKjJgnpfmdV+iEmF2Q8yARqSTLjypEOS8hSSbciMkTw7AdMhFmCDkyB/XMNJFGNfcl4ioIDdsmd1SejUCWY1C39K+CZkDbSvTpSZ99MHZChoMdskOMadCRRJWdRy6jJmQf8rkHC69LvMG0O4mArBWdel8+woKdfaa0o/xeByF9vsodq93sHsAwOX7Iz9A10d4JSpphfAU90gcpm157E80NnyIciM6xN2M/THMnkp/K8m35AHOu0yVUOGE4/RWLuFOanO80HbWyVhFeSvXb8PJcSn2CAs4pJNoMIVdtZ3LgTaQHRShAXqQhF/nPTmjqqRKHOsPpeDPcJaY36u2hwyA7qGbNi+Z28CCRqWN/vPYp48PFnomWoR3KqWGHvfazxf9924Ar+fnrwXwTa11FcBBpdQ+0IJw11N9RzWhcOiiAFRD45NvuBEAcNX3SZg0tI6RbJMWEjuZAjsqteEyMhvJTc+MkvuWX9dAaJx+TCL6KT/4cqeD4gCz2HKTRrvdNIyuixuPkvvp4ob30g9HB+jCz5/WZlpWJevbtrOCxJ2U5W8OEhOR67eNWy/ZbXH3/PkmHCYayQ/TTdzdM4vAdSy9xkvmsecnzHj8XHoXZl/XRxUTAIiMMwGKpREfY+INXmQCkzRnXT9IY2wLNTD97OOfAgC8+JYr4c8tTQiqpjZtwpK9r3JFwLU1YmOSvBSK9aBhKpb5k+TX4If3oPB5Qm+Kix492kC+37/k+FBA/CBz73H/RnPPIkEVJiapcugUnnVRGqa5yXELdHSyaRCaskAUV5ODatVs+IvSok73wimDh7H/TRSmVdtkcVZwmPVYGJoKvXT86a0JVDqY3YcVjgNZy9T2sZFkqYUAxSkCdW5uC83Qi9WkF3KWVvHGVLDg+rhB6hgjUZkjs9YWNKFKvZ/wE+HDORRG6NyNsnW3wttSOwAAj1RpvoWrEyBW7qey/4nE4FsB3MLP+wCML3pvgl97giml/kwpdb9S6n63UDzeR1rWspYtg/1OiUGl1PsANAB8/bf9W6319QCuB4B4pE+PfKeAfe928I/XXAIA6LTZ1WGiVOUCJRZ9jLAkFwD4SrTFiDRz5KB3SsaN5YWw/9Z5WHP0tzpBK+uOwV4MczuvIwKmtkIjQjtG5lziuhNxk/ihGmKHRTiEVvDpM6JwVtNOEODSZvRQCZbRO+BkUJZ5/3I1U14UnIN1UyfsK8ibqH2OElbiejeDHvtyuYc1EnYpJFhIo+0RchOmz47DKdP7U2dKqzILcPRoox/wJ+8m2q3QJUUsnEK7Vfcg7Z7uTZ2IH+TyqCVlOnqsxzzRlNguwtij6QKKYjgfMwYXBuiabJvqQ7V/6S5USfsMfqP9kSqfn2VKldNn0HiLvFNqXxPxXVz7Nm3UDVOGFCku1dQmTJx4BXmFElIoDdhMeeZnybaIa6Hn7sqSsZU7/HD5vouO03sS6tTiPrhRGlPiUXqt7bEK/Mx3mV/HaTHugY5MuYYmTkLEYq8yJcUkwScQmK+ZkmCB2+gjR6o83w7KHdwzwknGWiyJ5A663sEZmqtANoh/nzh/yXyI4G6pwzbUY09mz3oRUEpdBuDVAF6ivcTCEQADiz7Wz6+1rGUtW6H2rBYBpdQrALwHwAVa69Kit34E4Cal1GdAicG1AO592kGsqiF97QQSXxlFiapXyK3lBNhR7iCLL5LMPpt2nkBGofMB7por0ipq1TXm19NpSQwpNnlBCr5Ckj9Px3/Zxodx96mEoJOETPJAHZFxOq25U1g7gME9x3o8Cq/YIYkRtUk+CqiIUIIil0Zx7sIIjbHc4TdJw9gY5yPKLgI2E3sI2YbIaRe1iZ8jLJleS3pAo/ELyV1SGlhgD0NotCQ+D8wrhFixpsAJUDwUhz9Mr2UnKJfx7r/7Adb5Cdz07mvfAQBI72Y+gaMFNNpY4ot3PquqUeRdubyZS5t8zL5ICcEbaads9DB4xbGMSo5eFIyKHkTnAyw2+4j0DtRQ6uHv7BUdARulLtkZGUe/RhsRUSnbJSlXhmpSGaSlJMmCdh2zq+haCmtzbpVlvJQqqx7FRGh0IorYBOchOCd07Jwg/Fk6hnhIQtJS7LZMbieYoeOv+fR+NEcoOhbW41JPwFxneZzZGuK/cw3LtYDnlKtx9EU0l6m9jIydb2D/OCUk1xSY60IIXp2AIeF9MnvaRUAp9Q0ALwTQrpSaAPBBAO8F8Sjfpqhh4m6t9Tu01o8ppb4NYAcoTHjX01UGAKA6HcTB69bDTSuTQY/fzi46txZb1SYqrPzrz9Kk1hIOnCzdNFILrbT7TRgQnpRsMv0/dqRhkoTRcUJnHbhqFOn3k7PS+Bdy/atJx7R8SqZbc2LOrgG+EjcJMXGHr+BRnndso/HMnJkwyrOSeWl7lC5QfAyY28QZdZa2CmZshFhXTP5ObopGyGuBFjbm2EGvhTjNhCtzm8Om8SaQ5XncSW67qtTQbGMxE27i8Rcsc9xAjo711Q+8xiwSWy+hCk1ngLJlC/UQ/vs7tGCmmUUodCQPu0phWj1K10fIOmYLEfRmKGuuOrileTSCeUZnJ/bTo1YefXuNm6eij1FGPbu1Cw6TbNhV+ZFrswAKt6RTtlGhEj1KHDKpJo0juUsb9GgPNwE5f+CiwkjIuS1Su/cWkCDjCsDSYGpyGuG4IPRo/hbWe1Tj2WGu7XNzGZSHDpw+nROn60ZN8lQSlXbVRbGbvkOSkZJcDE/T+4BHsjK3yWfav8usBp3ervGiUargjwWpy0ratP35JoJzT536eybVgYuP8/INT/H5jwD4yNMdt2Uta9nKsBWBGGyEgNktCs1wEwsRLp1kuLY+I26+h7zyJaUdU6NwDsHaJPnS9HsNFllG8YlbVu70oR6nz82PcvlmWuElacrW/DpNPHjFPoW0pu91GFEnTUnlDp8pDQZyXhmm95dM4tEhkmDeyi613nluwy32u2abbyehXaS2zQPXUwYn9zEax4ZP0Lhy5wwgOMcCmazCHB0rIreGQpX8ADcmLWhDNNHkxNDY6yhJVo9raIvGITRm/oJG9LBQIPOONhQ0razbvko15/g4bY+BuSqaV9J5tr2GYGuznxk2vHxSlhJ020c2/gTvv+JSGhsnp4IZF4O30hgLLFJqNYByJ2MvHqRQpN4r2HeFcoTJR2ZF7LNqFJZFHbnYo1DpFI+BPTC+PAsbAIdl3+qvJ4+j8qkRBJNSEmZR0QMumuxF5kboOlbPIC8nMO8aryO5m/Ab7XdkUDyVrpUk4oT8pWNb1eAVev/T6wkI7CMPpz7QZsboz7InsptCj/Sj5AoUhmOYOou8jyCHdz3/VUQjLG3iInSrkPbTTX+Qk4yiOxFYqMNXbrUSt6xlLXsKWxGegOJ/TsmCM827CsfgQl5hl7XpGBMqL3/eRZkluBNMqOk6FuwKE4bGGDkmiSjbI6sQlF0zoFDlJILg4aPj2nyvxP2Fblp13YAH+JA8hFN1YRVpR63y7mxXNYIMXknfSVRVmuXOdW87mhw/C/Pu/GlJ5F9DO8BLznkYALDz3FPMscT8C0ymsS6K3JCnyQAAoYyLSruQhHIp7xAjBydraDChhcS7+eEQFtbRjictvL6i157rcNwqx7fKDfR9lt7Ma0pwdX7sAPwccO+7noL91S8YAwBc95dvRBdPVvgweRDlgbhJ8Epy1HU8BansyFJYSXTcRfxAeclrmU0eMYnI1Q38LGtKyAJ2EsJO16dMJ+Jpr6axbW+civQO2tETB+gemtsURLmTE7BMSCsszIHZGgqryOuopJis5OwY7IoAwAShyfkIrc3x6zFP16K8gfJOdok7ATsCJndgrab3nGmaq+gBjdgeOp5IsOeGQ6Z0K/kFX8nFrz97LgAg/LfUtel+n8rMhT4/krufGofT8gRa1rKT3FaGJ9AE/AsKdgUIT3NW+wDLc7fT6ltNWJg9lYEYvEoHskDnNtolsiO0O5S6LdRpM0Zql/DVM1HJkSyqAyxz3SP47zomSvSaU/IomQKZpZTj4pnA5X8AZrcyKUZYwTmHSjRxznjHJhpwWIwzey5BJ0ypRgNBLlnFxmlXju0uILmLdoxdu8kDOPW95BHc+/mtqCaX8gkE5xpwyks58vP9tlENEg9JAEqu30J4gua02i4lqKYpW4pmQD1sIbmddf7SNKcCwjn2/ITxkNoeI8+nfGkI2SHKO1hXU1fboZ8P0fGHtNkh3QCjvgBoReeSvpc+X1mVRE28NoZFC3Fs5FgNZfbC8v0M/+7SpnTsY49uYVPMAGpsoRrfJ7U3oMLzd2bsIADgvvTpcErsNc3RvCQO2kjv8v4GABzWDLCqdcTY85vdQvOSW+3Cx2pLASYwEb2EhXVBuA5XS2peZ6nQoMcPiWhrGc4xmm83STfu3LlUrq20KVOy9Be9PpEKl6sFTOYruqaSVGVyEfkd+bMN1Fhh68lsRSwCVo142IrdFhbWMJfeepqQELdN1hJAiO4Zg593ik1kmZUlcox+Hc2ADz3/Re6P1JfF/Zx4dRfijPazOcmobYWjXyYMed9b6QaZ/dchhI/RxQ8cpC/VETpWdlMKc5vpeEL04M95EmJSv554sYMAJzdl0UruZ77Cfht5Vtp1bbpREpqEKBbbneOEQmw/1jAY9uKIEHz4EeOEnSDM4jurqLfTDeqwyEU9wYtoykHmFC4R9nj4CSmdCVoy+uu9cNdQg5HL8yZoyY6HSiZ8EF7DqbMGTA3+TavuBAD8m0XNo8VehUyX8A7S+J2iRowXqszZBApRrldnrya80A0Acqs8XEZyH51vbEKhHqaxGaXiiII/q81zwCM30baX4J2qM+6+S2FhvfxIaY5Se1wj/eYGhPnXC++iOyip13Mz9ZO0D3agxLiRzHreNLjZKTSlDPlI/JDEj54mg8PhQLk7CHRTGDC9lcYrTWLNkGtwDSKCm9irDMOyEOrMr/ebpHlAeU1WAHD09wKoDvCbt+G41goHWtayk9xWBL2YUmoGQBHA7NN9dhmsHa1xLLbWOJba/8vjGNRadzz+xRWxCACAUur+4/U6t8bRGkdrHCd2HK1woGUtO8mttQi0rGUnua2kReD653oAbK1xLLXWOJba/3fjWDE5gZa1rGXPja0kT6BlLWvZc2CtRaBlLTvJbUUsAkqpV7BOwT6l1DXL9J0DSqk7lFI7lFKPKaX+ml9PK6VuU0rt5cfUMo3HVko9pJS6mf8/rJS6h+fkW0qpp8Z+/s+MIamU+i5rSuxUSp33XMyHUuoKvibblVLfUEoFl2s+nkRn47hzoMj+mcf0iFLq9BM8jhOj96G1fk7/gTi49gNYDcAP4GEAG5fhe3sAnM7PYwD2ANgI4JMAruHXrwHwiWWahysB3ATgZv7/twG8mZ9/HsA7l2EMXwHwNn7uB5Bc7vkAsVMfBBBaNA+XLdd8AHgBgNMBbF/02nHnAMBFIKZtBeBcAPec4HFcCMDh559YNI6N/LsJABjm35P9jL/rRN9Yz+BkzwNw66L/vxfAe5+DcfwQwMsA7AbQw6/1ANi9DN/dD+B2AC8GcDPfVLOLLviSOTpBY0jwj0897vVlnQ94tPVpUG/LzQBevpzzAWDocT++484BgC8AuPh4nzsR43jce38I4Ov8fMlvBsCtAM57pt+zEsKBZ6xVcKKMxVW2ArgHQJfWepLfOgagaxmGcC2IuFUoYNoALGitmfFuWeZkGMAMgH/jsORLSqkIlnk+tNZHAPwjgMMAJgFkATyA5Z+PxfZkc/Bc3rvPSu/jeLYSFoHn1JRSUQD/AeDdWuvc4vc0LasntIaqlHo1gGmt9QMn8nuegTkg9/NftdZbQb0cS/IzyzQfKZCS1TCIsToC4BUn8jt/G1uOOXg6+130Po5nK2EReM60CpRSPtAC8HWt9ff45SmlVA+/3wNg+gQP43kAfl8pNQbgm6CQ4LMAkkopafVejjmZADChtb6H//9d0KKw3PPxUgAHtdYzWus6gO+B5mi552OxPdkcLPu9u0jv4xJekH7ncayEReA+AGs5++sH8GaQfsEJNUVc6TcA2Km1/syit34E4C38/C2gXMEJM631e7XW/VrrIdC5/1JrfQmAO+BpPC7HOI4BGFdKreeXXgKijl/W+QCFAecqpcJ8jWQcyzofj7Mnm4MfAfgTrhKcCyC7KGz4H7dFeh+/r5+o9/FmpVRAKTWMZ6j3YexEJnl+iwTIRaDs/H4A71um73w+yK17BMA2/ncRKB6/HcBekKpyehnn4YXwqgOr+ULuA/AdAIFl+P7TANzPc/IDAKnnYj4A/D2AXQC2A7gRlPVelvkAqWpPAqiDvKPLn2wOQAncz/F9+yiAM0/wOPaBYn+5Xz+/6PPv43HsBvDK3+a7WrDhlrXsJLeVEA60rGUtew6ttQi0rGUnubUWgZa17CS31iLQspad5NZaBFrWspPcWotAy1p2kltrEWhZy05y+7/wAY8Nnxb/JQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## generate synthetic structured noise by convolving pixelwise independent noise with a small 3x1 kernel.\n",
    "## Then add this noise to the clean signal to generate our `noisy_dataset`.\n",
    "\n",
    "from scipy.ndimage import convolve\n",
    "\n",
    "purenoise = []\n",
    "noise_kernel  = np.array([[1,1,1]])/3 ## horizontal correlations\n",
    "a,b,c = X.shape\n",
    "for i in range(a):\n",
    "    noise = np.random.rand(b,c)*1.5\n",
    "    noise = convolve(noise,noise_kernel)\n",
    "    purenoise.append(noise)\n",
    "purenoise = np.array(purenoise)\n",
    "purenoise = purenoise - purenoise.mean()\n",
    "    \n",
    "noisy_dataset = X + purenoise\n",
    "plt.imshow(noisy_dataset[20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Autocorrelation (top row) vs Data (bottom row)\n",
    "## Notice how the autocorrelation of the noise (far right) reveals the horizontal shape of `noise_kernel` used above.\n",
    "## Also see how the autocorrelation of the `noisy_dataset` (center top) is a combination of that of the signal and the noise?\n",
    "\n",
    "fig,axs = plt.subplots(2,3, gridspec_kw = {'wspace':0.025, 'hspace':0.025}, figsize=(18,12))\n",
    "\n",
    "def ac_and_crop(x):\n",
    "    x = autocorrelation(x)\n",
    "    a,b = x.shape\n",
    "    x = x[a//2-20:a//2+20, b//2-20:b//2+20]\n",
    "    return x\n",
    "\n",
    "x1,x2,x3 = ac_and_crop(X[0]), ac_and_crop(noisy_dataset[0]), ac_and_crop(purenoise[0])\n",
    "axs[0,0].imshow(x1)\n",
    "axs[0,1].imshow(x2)\n",
    "axs[0,2].imshow(x3)\n",
    "axs[1,0].imshow(X[0])\n",
    "axs[1,1].imshow(noisy_dataset[0])\n",
    "axs[1,2].imshow(purenoise[0])\n",
    "\n",
    "for a in axs.flat: a.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "## shuffle and randomly split the data into training and validation sets\n",
    "inds = np.arange(X.shape[0])\n",
    "np.random.shuffle(inds)\n",
    "X_val   = noisy_dataset[inds[:800]][...,None]\n",
    "X_train = noisy_dataset[inds[800:]][...,None]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'means': ['0.0851543344056191'],\n",
       " 'stds': ['0.37559727451917324'],\n",
       " 'n_dim': 2,\n",
       " 'axes': 'YXC',\n",
       " 'n_channel_in': 1,\n",
       " 'n_channel_out': 1,\n",
       " 'unet_residual': True,\n",
       " 'unet_n_depth': 2,\n",
       " 'unet_kern_size': 3,\n",
       " 'unet_n_first': 96,\n",
       " 'unet_last_activation': 'linear',\n",
       " 'unet_input_shape': (None, None, 1),\n",
       " 'train_loss': 'mse',\n",
       " 'train_epochs': 30,\n",
       " 'train_steps_per_epoch': 10,\n",
       " 'train_learning_rate': 0.0004,\n",
       " 'train_batch_size': 128,\n",
       " 'train_tensorboard': True,\n",
       " 'train_checkpoint': 'weights_best.h5',\n",
       " 'train_reduce_lr': {'factor': 0.5, 'patience': 10},\n",
       " 'batch_norm': True,\n",
       " 'n2v_perc_pix': 0.198,\n",
       " 'n2v_patch_shape': (64, 64),\n",
       " 'n2v_manipulator': 'normal_withoutCP',\n",
       " 'n2v_neighborhood_radius': 2,\n",
       " 'single_net_per_channel': True,\n",
       " 'structN2Vmask': [[0, 1, 1, 1, 1, 1, 0]],\n",
       " 'probabilistic': False}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "config = N2VConfig(X_train, unet_kern_size=3, \n",
    "                   train_steps_per_epoch=10, train_epochs=30, train_loss='mse', batch_norm=True, \n",
    "                   train_batch_size=128, n2v_perc_pix=0.198, n2v_patch_shape=(64, 64), \n",
    "                   unet_n_first = 96,\n",
    "                   unet_residual = True,\n",
    "                   n2v_manipulator='normal_withoutCP', n2v_neighborhood_radius=2,\n",
    "                   structN2Vmask = [[0,1,1,1,1,1,0]]) ## mask should be wide enough to cover most of the noise autocorrelation\n",
    "\n",
    "# Let's look at the parameters stored in the config-object.\n",
    "vars(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tbuchhol/Gitrepos/n2v/n2v/models/n2v_standard.py:428: UserWarning: output path for model already exists, files may be overwritten: /home/tbuchhol/Gitrepos/n2v/examples/2D/structN2V_2D_synth_mem/models/structn2v_membrane_sim_normal_withoutCP\n",
      "  warnings.warn('output path for model already exists, files may be overwritten: %s' % str(self.logdir.resolve()))\n"
     ]
    }
   ],
   "source": [
    "# a name used to identify the model\n",
    "model_name = 'structn2v_membrane_sim_normal_withoutCP'\n",
    "# the base directory in which our model will live\n",
    "basedir = 'models'\n",
    "# We are now creating our network model.\n",
    "model = N2V(config, model_name, basedir=basedir)\n",
    "model.prepare_for_training(metrics=())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training\n",
    "\n",
    "Training the model will likely take some time. We recommend to monitor the progress with TensorBoard, which allows you to inspect the losses during training. Furthermore, you can look at the predictions for some of the validation images, which can be helpful to recognize problems early on.\n",
    "\n",
    "You can start TensorBoard in a terminal from the current working directory with tensorboard --logdir=. Then connect to http://localhost:6006/ with your browser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "StructN2V Mask is:  [[0 1 1 1 1 1 0]]\n",
      "8 blind-spots will be generated per training patch of size (64, 64).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Preparing validation data: 100%|██████████| 800/800 [00:01<00:00, 752.23it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n",
      "10/10 [==============================] - 13s 1s/step - loss: 1.4749 - val_loss: 1.9598\n",
      "Epoch 2/30\n",
      "10/10 [==============================] - 6s 643ms/step - loss: 0.9411 - val_loss: 3.5019\n",
      "Epoch 3/30\n",
      "10/10 [==============================] - 6s 636ms/step - loss: 0.8243 - val_loss: 2.3948\n",
      "Epoch 4/30\n",
      "10/10 [==============================] - 8s 801ms/step - loss: 0.7436 - val_loss: 2.9260\n",
      "Epoch 5/30\n",
      "10/10 [==============================] - 6s 632ms/step - loss: 0.7566 - val_loss: 1.4287\n",
      "Epoch 6/30\n",
      "10/10 [==============================] - 6s 635ms/step - loss: 0.7098 - val_loss: 0.9876\n",
      "Epoch 7/30\n",
      "10/10 [==============================] - 6s 625ms/step - loss: 0.6972 - val_loss: 0.8728\n",
      "Epoch 8/30\n",
      "10/10 [==============================] - 6s 617ms/step - loss: 0.6628 - val_loss: 0.9891\n",
      "Epoch 9/30\n",
      "10/10 [==============================] - 6s 619ms/step - loss: 0.6879 - val_loss: 0.8416\n",
      "Epoch 10/30\n",
      "10/10 [==============================] - 6s 632ms/step - loss: 0.6636 - val_loss: 0.7832\n",
      "Epoch 11/30\n",
      "10/10 [==============================] - 6s 620ms/step - loss: 0.6529 - val_loss: 0.7891\n",
      "Epoch 12/30\n",
      "10/10 [==============================] - 6s 624ms/step - loss: 0.6549 - val_loss: 0.7590\n",
      "Epoch 13/30\n",
      "10/10 [==============================] - 6s 627ms/step - loss: 0.6586 - val_loss: 0.7342\n",
      "Epoch 14/30\n",
      "10/10 [==============================] - 9s 853ms/step - loss: 0.6504 - val_loss: 0.7119\n",
      "Epoch 15/30\n",
      "10/10 [==============================] - 6s 626ms/step - loss: 0.6500 - val_loss: 0.6948\n",
      "Epoch 16/30\n",
      "10/10 [==============================] - 6s 625ms/step - loss: 0.6352 - val_loss: 0.6732\n",
      "Epoch 17/30\n",
      "10/10 [==============================] - 6s 618ms/step - loss: 0.6339 - val_loss: 0.6352\n",
      "Epoch 18/30\n",
      "10/10 [==============================] - 6s 616ms/step - loss: 0.6271 - val_loss: 0.6847\n",
      "Epoch 19/30\n",
      "10/10 [==============================] - 6s 635ms/step - loss: 0.6499 - val_loss: 0.6392\n",
      "Epoch 20/30\n",
      "10/10 [==============================] - 6s 631ms/step - loss: 0.6262 - val_loss: 0.6804\n",
      "Epoch 21/30\n",
      "10/10 [==============================] - 6s 635ms/step - loss: 0.6141 - val_loss: 0.6402\n",
      "Epoch 22/30\n",
      "10/10 [==============================] - 6s 638ms/step - loss: 0.6030 - val_loss: 0.6799\n",
      "Epoch 23/30\n",
      "10/10 [==============================] - 6s 613ms/step - loss: 0.6229 - val_loss: 0.6515\n",
      "Epoch 24/30\n",
      "10/10 [==============================] - 6s 627ms/step - loss: 0.6296 - val_loss: 0.6437\n",
      "Epoch 25/30\n",
      "10/10 [==============================] - 6s 623ms/step - loss: 0.6137 - val_loss: 0.6453\n",
      "Epoch 26/30\n",
      "10/10 [==============================] - 6s 610ms/step - loss: 0.6244 - val_loss: 0.6388\n",
      "Epoch 27/30\n",
      "10/10 [==============================] - 6s 616ms/step - loss: 0.6194 - val_loss: 0.6699\n",
      "\n",
      "Epoch 00027: ReduceLROnPlateau reducing learning rate to 0.00019999999494757503.\n",
      "Epoch 28/30\n",
      "10/10 [==============================] - 6s 626ms/step - loss: 0.5975 - val_loss: 0.6458\n",
      "Epoch 29/30\n",
      "10/10 [==============================] - 6s 628ms/step - loss: 0.6006 - val_loss: 0.6450\n",
      "Epoch 30/30\n",
      "10/10 [==============================] - 6s 610ms/step - loss: 0.6127 - val_loss: 0.6206\n",
      "\n",
      "Loading network weights from 'weights_best.h5'.\n"
     ]
    }
   ],
   "source": [
    "# We are ready to start training now.\n",
    "history = model.train(X_train, X_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After training, lets plot training and validation loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['loss', 'lr', 'val_loss']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(sorted(list(history.history.keys())))\n",
    "plt.figure(figsize=(16,5))\n",
    "plot_history(history,['loss','val_loss']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compute PSNR to GT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def PSNR(gt, img):\n",
    "    mse = np.mean(np.square(gt - img))\n",
    "    return 20 * np.log10(1.0) - 10 * np.log10(mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = []\n",
    "psnrs = []\n",
    "for gt, img in zip(X, noisy_dataset):\n",
    "    p_ = model.predict(img.astype(np.float32), 'YX');\n",
    "    pred.append(p_)\n",
    "    psnrs.append(PSNR(gt, p_))\n",
    "\n",
    "psnrs = np.array(psnrs)\n",
    "pred = np.array(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PSNR:  14.928 0.745\n",
      "-------------------\n",
      "Means: 0.085 0.085 0.102\n",
      "Stds:  0.279 0.376 0.208\n"
     ]
    }
   ],
   "source": [
    "print(\"PSNR:  {:.3f} {:.3f}\".format(psnrs.mean(), psnrs.std()))\n",
    "print(\"-------------------\")\n",
    "print(\"Means: {:.3f} {:.3f} {:.3f}\".format(X.mean(),noisy_dataset.mean(),pred.mean()))\n",
    "print(\"Stds:  {:.3f} {:.3f} {:.3f}\".format(X.std(),noisy_dataset.std(),pred.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(1,3,figsize=(6*3,6))\n",
    "axs[0].imshow(noisy_dataset[2], interpolation='nearest')\n",
    "axs[1].imshow(X[2], interpolation='nearest')\n",
    "axs[2].imshow(pred[2], interpolation='nearest')\n",
    "\n",
    "fig.subplots_adjust(wspace=0.025, hspace=0.025)\n",
    "for a in axs.flat: a.axis('off')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "n2v",
   "language": "python",
   "name": "n2v"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
